{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4e3924e0",
   "metadata": {},
   "source": [
    "## 常用的交互式可视化的工具\n",
    "\n",
    "* 1. [Apache ECharts](https://echarts.apache.org/zh/index.html)\n",
    "> 一个基于 JavaScript 的开源可视化图表库\n",
    "\n",
    "* 2. [pyecharts](https://pyecharts.org/#/)\n",
    "> A Python Echarts Plotting Library(Python Echarts绘图库)\n",
    "\n",
    "* 3. [Bokeh](https://docs.bokeh.org/en/latest/)\n",
    "> Bokeh is a Python library for creating interactive visualizations for modern web browsers"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd8776d5",
   "metadata": {},
   "source": [
    "<table>\n",
    "    <tr style=\"align:center\">\n",
    "        <td>接口</td> \n",
    "        <td>用途</td> \n",
    "        <td>接口</td> \n",
    "        <td>用途</td> \n",
    "   </tr>\n",
    "    <tr align=\"center\">\n",
    "  \t\t<td>bokeh.models</td> \n",
    "        <td>设置工具条、控制、图形样式属性及绘图数据等</td> \n",
    "        <td>bokeh.plotting</td> \n",
    "        <td>围绕figure()命令，绘制基本图形，如circle，wedge等</td> \n",
    "    </tr>\n",
    "    <tr>\n",
    "        <td>bokeh.layouts</td> \n",
    "        <td>图形显示方式，如row(),column(),grid(),gridplot()等</td> \n",
    "        <td>bokeh.io</td>\n",
    "        <td>图形保存或显示模式</td> \n",
    "    </tr>\n",
    "        <tr >\n",
    "        <td>bokeh.palettes</td> \n",
    "        <td>bokeh内置调色板</td> \n",
    "        <td>bokeh.settings</td> \n",
    "        <td>控制资源消耗、日志级别等</td> \n",
    "   </tr>\n",
    "</table>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e656c8b5",
   "metadata": {},
   "source": [
    "### 尝试绘制基本图形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "884d9752",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1002\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  var force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  var JS_MIME_TYPE = 'application/javascript';\n",
       "  var HTML_MIME_TYPE = 'text/html';\n",
       "  var EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  var CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    var script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    var cell = handle.cell;\n",
       "\n",
       "    var id = cell.output_area._bokeh_element_id;\n",
       "    var server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      var cmd = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            var id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      var cmd = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    var output_area = handle.output_area;\n",
       "    var output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      var bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      var script_attrs = bk_div.children[0].attributes;\n",
       "      for (var i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      var toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    var events = require('base/js/events');\n",
       "    var OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  var NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    var el = document.getElementById(\"1002\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\n",
       "\n",
       "\n",
       "  function run_callbacks() {\n",
       "    try {\n",
       "      root._bokeh_onload_callbacks.forEach(function(callback) {\n",
       "        if (callback != null)\n",
       "          callback();\n",
       "      });\n",
       "    } finally {\n",
       "      delete root._bokeh_onload_callbacks\n",
       "    }\n",
       "    console.debug(\"Bokeh: all callbacks have finished\");\n",
       "  }\n",
       "\n",
       "  function load_libs(css_urls, js_urls, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\n",
       "    if (root._bokeh_is_loading > 0) {\n",
       "      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n",
       "      return null;\n",
       "    }\n",
       "    if (js_urls == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\n",
       "\n",
       "    function on_load() {\n",
       "      root._bokeh_is_loading--;\n",
       "      if (root._bokeh_is_loading === 0) {\n",
       "        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n",
       "        run_callbacks()\n",
       "      }\n",
       "    }\n",
       "\n",
       "    function on_error(url) {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < css_urls.length; i++) {\n",
       "      const url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.rel = \"stylesheet\";\n",
       "      element.type = \"text/css\";\n",
       "      element.href = url;\n",
       "      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n",
       "      document.body.appendChild(element);\n",
       "    }\n",
       "\n",
       "    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\": \"XypntL49z55iwGVUW4qsEu83zKL3XEcz0MjuGOQ9SlaaQ68X/g+k1FcioZi7oQAc\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\": \"bEsM86IHGDTLCS0Zod8a8WM6Y4+lafAL/eSiyQcuPzinmWNgNO2/olUF0Z2Dkn5i\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\": \"TX0gSQTdXTTeScqxj6PVQxTiRW8DOoGVwinyi1D3kxv7wuxQ02XkOxv0xwiypcAH\"};\n",
       "\n",
       "    for (let i = 0; i < js_urls.length; i++) {\n",
       "      const url = js_urls[i];\n",
       "      const element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\n",
       "      element.async = false;\n",
       "      element.src = url;\n",
       "      if (url in hashes) {\n",
       "        element.crossOrigin = \"anonymous\";\n",
       "        element.integrity = \"sha384-\" + hashes[url];\n",
       "      }\n",
       "      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
       "      document.head.appendChild(element);\n",
       "    }\n",
       "  };\n",
       "\n",
       "  function inject_raw_css(css) {\n",
       "    const element = document.createElement(\"style\");\n",
       "    element.appendChild(document.createTextNode(css));\n",
       "    document.body.appendChild(element);\n",
       "  }\n",
       "\n",
       "  \n",
       "  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\"];\n",
       "  var css_urls = [];\n",
       "  \n",
       "\n",
       "  var inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (var i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      var cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  var NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"1002\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }\n\n    const hashes = {\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\": \"XypntL49z55iwGVUW4qsEu83zKL3XEcz0MjuGOQ9SlaaQ68X/g+k1FcioZi7oQAc\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\": \"bEsM86IHGDTLCS0Zod8a8WM6Y4+lafAL/eSiyQcuPzinmWNgNO2/olUF0Z2Dkn5i\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\": \"TX0gSQTdXTTeScqxj6PVQxTiRW8DOoGVwinyi1D3kxv7wuxQ02XkOxv0xwiypcAH\"};\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\n      element.async = false;\n      element.src = url;\n      if (url in hashes) {\n        element.crossOrigin = \"anonymous\";\n        element.integrity = \"sha384-\" + hashes[url];\n      }\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  \n  var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.3.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.3.2.min.js\"];\n  var css_urls = [];\n  \n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (var i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "from bokeh.plotting import figure, show, output_notebook\n",
    "from bokeh.layouts import gridplot\n",
    "output_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "cc1f19c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据\n",
    "N = 9\n",
    "x = np.linspace(-2, 2, N)\n",
    "y = x**2\n",
    "sizes = np.linspace(10, 20, N)\n",
    "xpts = np.array([-.09, -.12, .0, .12, .09])\n",
    "ypts = np.array([-.1, .02, .1, .02, -.1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b38da9dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 画布列表\n",
    "figures = []\n",
    "p = figure(title=\"annular_wedge\")\n",
    "p.annular_wedge(x, y, 10, 20, 0.6, 4.1, color=\"#8888ee\", inner_radius_units=\"screen\", outer_radius_units=\"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"annulus\")\n",
    "p.annulus(x, y, 10, 20, color=\"#7FC97F\", inner_radius_units=\"screen\", outer_radius_units = \"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"arc\")\n",
    "p.arc(x, y, 20, 0.6, 4.1, radius_units=\"screen\", color=\"#BEAED4\", line_width=3)\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"bezier\")\n",
    "p.bezier(x, y, x+0.2, y, x+0.1, y+0.1, x-0.1, y-0.1, color=\"#D95F02\", line_width=2)\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"circle\")\n",
    "p.circle(x, y, radius=0.1, color=\"#3288BD\")\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"ellipse\")\n",
    "p.ellipse(x, y, 15, 25, angle=-0.7, color=\"#1D91C0\", width_units=\"screen\", height_units=\"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"line\")\n",
    "p.line(x, y, color=\"#F46D43\")\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"multi_line\")\n",
    "p.multi_line([xpts+xx for xx in x], [ypts+yy for yy in y], color=\"#8073AC\", line_width=2)\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"multi_polygons\")\n",
    "p.multi_polygons([[[xpts*2+xx, xpts+xx]] for xx in x], [[[ypts*3+yy, ypts+yy]] for yy in y], color=\"#FB9A99\")\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"oval\")\n",
    "p.oval(x, y, 15, 25, angle=-0.7, color=\"#1D91C0\", width_units=\"screen\", height_units=\"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"patch\")\n",
    "p.patch(x, y, color=\"#A6CEE3\")\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"patches\")\n",
    "p.patches([xpts+xx for xx in x], [ypts+yy for yy in y], color=\"#FB9A99\")\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"quad\")\n",
    "p.quad(x, x-0.1, y, y-0.1, color=\"#B3DE69\")\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"quadratic\")\n",
    "p.quadratic(x, y, x+0.2, y, x+0.1, y+0.1, color=\"#4DAF4A\", line_width=3)\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"ray\")\n",
    "p.ray(x, y, 45, -0.7, color=\"#FB8072\", line_width=2)\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"rect\")\n",
    "p.rect(x, y, 10, 20, color=\"#CAB2D6\", width_units=\"screen\", height_units=\"screen\")\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"segment\")\n",
    "p.segment(x, y, x-0.1, y-0.1, color=\"#F4A582\", line_width=3)\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"square\")\n",
    "p.square(x, y, size=sizes, color=\"#74ADD1\")\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"wedge\")\n",
    "p.wedge(x, y, 15, 0.6, 4.1, radius_units=\"screen\", color=\"#B3DE69\")\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"circle_x\")\n",
    "p.scatter(x, y, marker=\"circle_x\", size=sizes, color=\"#DD1C77\", fill_color=None)\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"triangle\")\n",
    "p.scatter(x, y, marker=\"triangle\", size=sizes, color=\"#99D594\", line_width=2)\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"circle\")\n",
    "p.scatter(x, y, marker=\"o\", size=sizes, color=\"#80B1D3\", line_width=3)\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"cross\")\n",
    "p.scatter(x, y, marker=\"cross\", size=sizes, color=\"#E6550D\", line_width=2)\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"diamond\")\n",
    "p.scatter(x, y, marker=\"diamond\", size=sizes, color=\"#1C9099\", line_width=2)\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"inverted_triangle\")\n",
    "p.scatter(x, y, marker=\"inverted_triangle\", size=sizes, color=\"#DE2D26\")\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"square_x\")\n",
    "p.scatter(x, y, marker=\"square_x\", size=sizes, color=\"#FDAE6B\", fill_color=None, line_width=2)\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"asterisk\")\n",
    "p.scatter(x, y, marker=\"asterisk\", size=sizes, color=\"#F0027F\", line_width=2)\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"square_cross\")\n",
    "p.scatter(x, y, marker=\"square_cross\", size=sizes, color=\"#7FC97F\", fill_color=None, line_width=2)\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"diamond_cross\")\n",
    "p.scatter(x, y, marker=\"diamond_cross\", size=sizes, color=\"#386CB0\", fill_color=None, line_width=2)\n",
    "figures.append(p)\n",
    "\n",
    "p = figure(title=\"circle_cross\")\n",
    "p.scatter(x, y, marker=\"circle_cross\", size=sizes, color=\"#FB8072\", fill_color=None, line_width=2)\n",
    "figures.append(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f2d086d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"c74dd9cd-c8f9-44b4-8836-1086522a8e5f\" data-root-id=\"9927\"></div>\n"
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     "metadata": {},
     "output_type": "display_data"
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},{\"attributes\":{},\"id\":\"8967\",\"type\":\"PanTool\"},{\"attributes\":{\"overlay\":{\"id\":\"8973\"}},\"id\":\"8969\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"fill_color\":{\"value\":\"#F0027F\"},\"line_color\":{\"value\":\"#F0027F\"},\"line_width\":{\"value\":2},\"marker\":{\"value\":\"asterisk\"},\"size\":{\"field\":\"size\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"9476\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"8970\",\"type\":\"SaveTool\"},{\"attributes\":{\"data\":{\"x\":{\"__ndarray__\":\"AAAAAAAAAMAAAAAAAAD4vwAAAAAAAPC/AAAAAAAA4L8AAAAAAAAAAAAAAAAAAOA/AAAAAAAA8D8AAAAAAAD4PwAAAAAAAABA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]},\"y\":{\"__ndarray__\":\"AAAAAAAAEEAAAAAAAAACQAAAAAAAAPA/AAAAAAAA0D8AAAAAAAAAAAAAAAAAANA/AAAAAAAA8D8AAAAAAAACQAAAAAAAABBA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[9]}},\"selected\":{\"id\":\"9613\"},\"selection_policy\":{\"id\":\"9612\"}},\"id\":\"8525\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"8971\",\"type\":\"ResetTool\"},{\"attributes\":{\"below\":[{\"id\":\"9035\"}],\"center\":[{\"id\":\"9038\"},{\"id\":\"9042\"}],\"height\":200,\"left\":[{\"id\":\"9039\"}],\"renderers\":[{\"id\":\"9060\"}],\"title\":{\"id\":\"9025\"},\"toolbar\":{\"id\":\"9050\"},\"toolbar_location\":null,\"width\":200,\"x_range\":{\"id\":\"9027\"},\"x_scale\":{\"id\":\"9031\"},\"y_range\":{\"id\":\"9029\"},\"y_scale\":{\"id\":\"9033\"}},\"id\":\"9024\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"source\":{\"id\":\"8487\"}},\"id\":\"8491\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"8474\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"formatter\":{\"id\":\"9708\"},\"major_label_policy\":{\"id\":\"9710\"},\"ticker\":{\"id\":\"8850\"}},\"id\":\"8849\",\"type\":\"LinearAxis\"},{\"attributes\":{\"text\":\"rect\"},\"id\":\"9025\",\"type\":\"Title\"},{\"attributes\":{\"text\":\"annular_wedge\"},\"id\":\"8455\",\"type\":\"Title\"}],\"root_ids\":[\"9927\"]},\"title\":\"Bokeh Application\",\"version\":\"2.3.2\"}};\n",
       "  var render_items = [{\"docid\":\"996b1a1e-0ff6-4fb8-88c5-8f5956175184\",\"root_ids\":[\"9927\"],\"roots\":{\"9927\":\"c74dd9cd-c8f9-44b4-8836-1086522a8e5f\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "9927"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 网格展示\n",
    "show(gridplot(figures, ncols=4, plot_width=200, plot_height=200))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88cbab2c",
   "metadata": {},
   "source": [
    "## 散点图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78f64e1b",
   "metadata": {},
   "source": [
    "### 1. 使用scatter方法绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e1e33053",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据\n",
    "x = [1,2,3,4,5]\n",
    "y = [6,7,2,4,5]\n",
    "\n",
    "# 调整画布\n",
    "p = figure(plot_width=400, plot_height=400)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "07d95865",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"bfda021b-3464-42ba-9283-b15253719da0\" data-root-id=\"12328\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"c7323244-2c83-4866-954f-8df447e17e6b\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"12337\"}],\"center\":[{\"id\":\"12340\"},{\"id\":\"12344\"}],\"height\":400,\"left\":[{\"id\":\"12341\"}],\"margin\":[0,0,0,0],\"renderers\":[{\"id\":\"12366\"}],\"title\":{\"id\":\"12360\"},\"toolbar\":{\"id\":\"12352\"},\"width\":400,\"x_range\":{\"id\":\"12329\"},\"x_scale\":{\"id\":\"12333\"},\"y_range\":{\"id\":\"12331\"},\"y_scale\":{\"id\":\"12335\"}},\"id\":\"12328\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"active_multi\":null,\"tools\":[{\"id\":\"12345\"},{\"id\":\"12346\"},{\"id\":\"12347\"},{\"id\":\"12348\"},{\"id\":\"12349\"},{\"id\":\"12350\"}]},\"id\":\"12352\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"12349\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"12345\",\"type\":\"PanTool\"},{\"attributes\":{\"formatter\":{\"id\":\"13270\"},\"major_label_policy\":{\"id\":\"13272\"},\"ticker\":{\"id\":\"12338\"}},\"id\":\"12337\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"12346\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"13275\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"12329\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"navy\"},\"size\":{\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"12365\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"12348\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"12360\",\"type\":\"Title\"},{\"attributes\":{\"data\":{\"x\":[1,2,3,4,5],\"y\":[6,7,2,4,5]},\"selected\":{\"id\":\"13277\"},\"selection_policy\":{\"id\":\"13276\"}},\"id\":\"12363\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"12333\",\"type\":\"LinearScale\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"12351\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"12335\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"13277\",\"type\":\"Selection\"},{\"attributes\":{\"axis\":{\"id\":\"12341\"},\"dimension\":1,\"ticker\":null},\"id\":\"12344\",\"type\":\"Grid\"},{\"attributes\":{\"overlay\":{\"id\":\"12351\"}},\"id\":\"12347\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"13272\",\"type\":\"AllLabels\"},{\"attributes\":{\"formatter\":{\"id\":\"13273\"},\"major_label_policy\":{\"id\":\"13275\"},\"ticker\":{\"id\":\"12342\"}},\"id\":\"12341\",\"type\":\"LinearAxis\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"navy\"},\"size\":{\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"12364\",\"type\":\"Scatter\"},{\"attributes\":{\"axis\":{\"id\":\"12337\"},\"ticker\":null},\"id\":\"12340\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"13276\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"12331\",\"type\":\"DataRange1d\"},{\"attributes\":{\"data_source\":{\"id\":\"12363\"},\"glyph\":{\"id\":\"12364\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"12365\"},\"view\":{\"id\":\"12367\"}},\"id\":\"12366\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"12342\",\"type\":\"BasicTicker\"},{\"attributes\":{\"source\":{\"id\":\"12363\"}},\"id\":\"12367\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"13273\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"13270\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"12338\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"12350\",\"type\":\"HelpTool\"}],\"root_ids\":[\"12328\"]},\"title\":\"Bokeh Application\",\"version\":\"2.3.2\"}};\n",
       "  var render_items = [{\"docid\":\"c7323244-2c83-4866-954f-8df447e17e6b\",\"root_ids\":[\"12328\"],\"roots\":{\"12328\":\"bfda021b-3464-42ba-9283-b15253719da0\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "12328"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制\n",
    "p.scatter(x,y,\n",
    "           size = 20, # screen units 显示器像素单位\n",
    "           # radius = 1, # data-space units 坐标轴单位\n",
    "           marker = \"circle\", color = \"navy\", alpha = 0.5)\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "483fb774",
   "metadata": {},
   "source": [
    "### 2. 使用circle方法绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "3bd00015",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"a4177f36-6d91-4e4a-8c33-c473b55f8307\" data-root-id=\"12328\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = {\"11bb7683-77c3-455c-8917-765c9649a060\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"12337\"}],\"center\":[{\"id\":\"12340\"},{\"id\":\"12344\"}],\"height\":400,\"left\":[{\"id\":\"12341\"}],\"margin\":[0,0,0,0],\"renderers\":[{\"id\":\"12366\"},{\"id\":\"13341\"},{\"id\":\"14261\"}],\"title\":{\"id\":\"12360\"},\"toolbar\":{\"id\":\"12352\"},\"width\":400,\"x_range\":{\"id\":\"12329\"},\"x_scale\":{\"id\":\"12333\"},\"y_range\":{\"id\":\"12331\"},\"y_scale\":{\"id\":\"12335\"}},\"id\":\"12328\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"active_multi\":null,\"tools\":[{\"id\":\"12345\"},{\"id\":\"12346\"},{\"id\":\"12347\"},{\"id\":\"12348\"},{\"id\":\"12349\"},{\"id\":\"12350\"}]},\"id\":\"12352\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"15175\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"14253\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"12349\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"12345\",\"type\":\"PanTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"navy\"},\"size\":{\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"13340\",\"type\":\"Circle\"},{\"attributes\":{\"formatter\":{\"id\":\"13270\"},\"major_label_policy\":{\"id\":\"13272\"},\"ticker\":{\"id\":\"12338\"}},\"id\":\"12337\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"12346\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"13275\",\"type\":\"AllLabels\"},{\"attributes\":{\"data_source\":{\"id\":\"14258\"},\"glyph\":{\"id\":\"14259\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"14260\"},\"view\":{\"id\":\"14262\"}},\"id\":\"14261\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"12329\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"14254\",\"type\":\"Selection\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"navy\"},\"size\":{\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"12365\",\"type\":\"Scatter\"},{\"attributes\":{},\"id\":\"12348\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"12360\",\"type\":\"Title\"},{\"attributes\":{\"data\":{\"x\":[1,2,3,4,5],\"y\":[6,7,2,4,5]},\"selected\":{\"id\":\"13277\"},\"selection_policy\":{\"id\":\"13276\"}},\"id\":\"12363\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"12333\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"12350\",\"type\":\"HelpTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"12351\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"12335\",\"type\":\"LinearScale\"},{\"attributes\":{\"data_source\":{\"id\":\"13338\"},\"glyph\":{\"id\":\"13339\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"13340\"},\"view\":{\"id\":\"13342\"}},\"id\":\"13341\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"navy\"},\"size\":{\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"14260\",\"type\":\"Circle\"},{\"attributes\":{\"data\":{\"x\":[1,2,3,4,5],\"y\":[6,7,2,4,5]},\"selected\":{\"id\":\"15176\"},\"selection_policy\":{\"id\":\"15175\"}},\"id\":\"14258\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"13277\",\"type\":\"Selection\"},{\"attributes\":{\"axis\":{\"id\":\"12341\"},\"dimension\":1,\"ticker\":null},\"id\":\"12344\",\"type\":\"Grid\"},{\"attributes\":{\"source\":{\"id\":\"13338\"}},\"id\":\"13342\",\"type\":\"CDSView\"},{\"attributes\":{\"overlay\":{\"id\":\"12351\"}},\"id\":\"12347\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"formatter\":{\"id\":\"13273\"},\"major_label_policy\":{\"id\":\"13275\"},\"ticker\":{\"id\":\"12342\"}},\"id\":\"12341\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"13272\",\"type\":\"AllLabels\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"navy\"},\"size\":{\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"12364\",\"type\":\"Scatter\"},{\"attributes\":{\"axis\":{\"id\":\"12337\"},\"ticker\":null},\"id\":\"12340\",\"type\":\"Grid\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"navy\"},\"size\":{\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"14259\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"13276\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"15176\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"12331\",\"type\":\"DataRange1d\"},{\"attributes\":{\"data_source\":{\"id\":\"12363\"},\"glyph\":{\"id\":\"12364\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"12365\"},\"view\":{\"id\":\"12367\"}},\"id\":\"12366\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"12342\",\"type\":\"BasicTicker\"},{\"attributes\":{\"data\":{\"x\":[1,2,3,4,5],\"y\":[6,7,2,4,5]},\"selected\":{\"id\":\"14254\"},\"selection_policy\":{\"id\":\"14253\"}},\"id\":\"13338\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"12363\"}},\"id\":\"12367\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"13273\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"13270\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"12338\",\"type\":\"BasicTicker\"},{\"attributes\":{\"source\":{\"id\":\"14258\"}},\"id\":\"14262\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.5},\"fill_color\":{\"value\":\"navy\"},\"line_alpha\":{\"value\":0.5},\"line_color\":{\"value\":\"navy\"},\"size\":{\"value\":20},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"13339\",\"type\":\"Circle\"}],\"root_ids\":[\"12328\"]},\"title\":\"Bokeh Application\",\"version\":\"2.3.2\"}};\n",
       "  var render_items = [{\"docid\":\"11bb7683-77c3-455c-8917-765c9649a060\",\"root_ids\":[\"12328\"],\"roots\":{\"12328\":\"a4177f36-6d91-4e4a-8c33-c473b55f8307\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "12328"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p.circle(x, y, size = 20, color = \"navy\", alpha = 0.5)\n",
    "show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16536f66",
   "metadata": {},
   "source": [
    "## 示例2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d31e783d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据\n",
    "N = 4000\n",
    "x = np.random.random(size=N) * 100  # 随机点x坐标\n",
    "y = np.random.random(size=N) * 100  # 随机点y坐标\n",
    "radii = np.random.random(size=N) * 1.5  # 随机半径\n",
    "\n",
    "# 工具条\n",
    "TOOLS=\"hover,crosshair,pan,wheel_zoom,box_zoom,reset,tap,save,box_select,poly_select,lasso_select\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "1ef10b27",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"04d113a7-6fc2-4da6-88e0-743733e0bac7\" data-root-id=\"15404\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"x\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"16377\"},\"selection_policy\":{\"id\":\"16376\"}},\"id\":\"15448\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"15428\",\"type\":\"SaveTool\"},{\"attributes\":{\"callback\":null},\"id\":\"15427\",\"type\":\"TapTool\"},{\"attributes\":{},\"id\":\"15424\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"overlay\":{\"id\":\"15434\"}},\"id\":\"15431\",\"type\":\"LassoSelectTool\"},{\"attributes\":{\"axis\":{\"id\":\"15417\"},\"dimension\":1,\"ticker\":null},\"id\":\"15420\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"15409\",\"type\":\"LinearScale\"},{\"attributes\":{\"source\":{\"id\":\"15448\"}},\"id\":\"15452\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"16377\",\"type\":\"Selection\"},{\"attributes\":{\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"syncable\":false,\"xs_units\":\"screen\",\"ys_units\":\"screen\"},\"id\":\"15435\",\"type\":\"PolyAnnotation\"},{\"attributes\":{\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"syncable\":false,\"xs_units\":\"screen\",\"ys_units\":\"screen\"},\"id\":\"15434\",\"type\":\"PolyAnnotation\"},{\"attributes\":{},\"id\":\"15418\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"16370\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"formatter\":{\"id\":\"16370\"},\"major_label_policy\":{\"id\":\"16372\"},\"ticker\":{\"id\":\"15414\"}},\"id\":\"15413\",\"type\":\"LinearAxis\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"15432\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"15411\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"16372\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"16375\",\"type\":\"AllLabels\"},{\"attributes\":{\"overlay\":{\"id\":\"15433\"}},\"id\":\"15425\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"15405\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"15414\",\"type\":\"BasicTicker\"},{\"attributes\":{\"formatter\":{\"id\":\"16373\"},\"major_label_policy\":{\"id\":\"16375\"},\"ticker\":{\"id\":\"15418\"}},\"id\":\"15417\",\"type\":\"LinearAxis\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"fill_color\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":null},\"radius\":{\"field\":\"radius\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"15450\",\"type\":\"Circle\"},{\"attributes\":{\"data_source\":{\"id\":\"15448\"},\"glyph\":{\"id\":\"15449\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"15450\"},\"view\":{\"id\":\"15452\"}},\"id\":\"15451\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"16373\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"15407\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"15426\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"15423\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"15422\",\"type\":\"CrosshairTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"15433\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"active_multi\":null,\"tools\":[{\"id\":\"15421\"},{\"id\":\"15422\"},{\"id\":\"15423\"},{\"id\":\"15424\"},{\"id\":\"15425\"},{\"id\":\"15426\"},{\"id\":\"15427\"},{\"id\":\"15428\"},{\"id\":\"15429\"},{\"id\":\"15430\"},{\"id\":\"15431\"}]},\"id\":\"15436\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"16376\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.6},\"fill_color\":{\"field\":\"fill_color\"},\"line_color\":{\"value\":null},\"radius\":{\"field\":\"radius\"},\"x\":{\"field\":\"x\"},\"y\":{\"field\":\"y\"}},\"id\":\"15449\",\"type\":\"Circle\"},{\"attributes\":{\"callback\":null},\"id\":\"15421\",\"type\":\"HoverTool\"},{\"attributes\":{\"overlay\":{\"id\":\"15435\"}},\"id\":\"15430\",\"type\":\"PolySelectTool\"},{\"attributes\":{},\"id\":\"16368\",\"type\":\"Title\"},{\"attributes\":{\"axis\":{\"id\":\"15413\"},\"ticker\":null},\"id\":\"15416\",\"type\":\"Grid\"}],\"root_ids\":[\"15404\"]},\"title\":\"Bokeh Application\",\"version\":\"2.3.2\"}};\n",
       "  var render_items = [{\"docid\":\"b062f39f-ecdc-4120-919e-b983b328117b\",\"root_ids\":[\"15404\"],\"roots\":{\"15404\":\"04d113a7-6fc2-4da6-88e0-743733e0bac7\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "15404"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# RGB颜色，画布1，绘图1\n",
    "colors2 = [\"#%02x%02x%02x\" % (int(r), int(g), 150) for r, g in zip(50+2*x, 30+2*y)]\n",
    "p1 = figure(width=300, height=300, tools=TOOLS)\n",
    "p1.scatter(x,y, radius=radii, fill_color=colors2, fill_alpha=0.6, line_color=None)\n",
    "\n",
    "show(p1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "7d53b66d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"e741286f-1ada-455d-8f3c-2286bbc168d9\" data-root-id=\"16452\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"17439\"},\"selection_policy\":{\"id\":\"17438\"}},\"id\":\"16496\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"16474\",\"type\":\"ResetTool\"},{\"attributes\":{\"data_source\":{\"id\":\"16496\"},\"glyph\":{\"id\":\"16497\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"16498\"},\"view\":{\"id\":\"16500\"}},\"id\":\"16499\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"syncable\":false,\"xs_units\":\"screen\",\"ys_units\":\"screen\"},\"id\":\"16483\",\"type\":\"PolyAnnotation\"},{\"attributes\":{},\"id\":\"17437\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"16470\",\"type\":\"CrosshairTool\"},{\"attributes\":{\"overlay\":{\"id\":\"16482\"}},\"id\":\"16479\",\"type\":\"LassoSelectTool\"},{\"attributes\":{},\"id\":\"17439\",\"type\":\"Selection\"},{\"attributes\":{\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"syncable\":false,\"xs_units\":\"screen\",\"ys_units\":\"screen\"},\"id\":\"16482\",\"type\":\"PolyAnnotation\"},{\"attributes\":{},\"id\":\"16476\",\"type\":\"SaveTool\"},{\"attributes\":{\"source\":{\"id\":\"16496\"}},\"id\":\"16500\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"16462\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"16472\",\"type\":\"WheelZoomTool\"}],\"root_ids\":[\"16452\"]},\"title\":\"Bokeh Application\",\"version\":\"2.3.2\"}};\n",
       "  var render_items = [{\"docid\":\"ba89979e-4cbd-4ae1-ae26-085cc00d1193\",\"root_ids\":[\"16452\"],\"roots\":{\"16452\":\"e741286f-1ada-455d-8f3c-2286bbc168d9\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "16452"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# RGB颜色，画布2，绘图2\n",
    "colors2 = [\"#%02x%02x%02x\" % (150, int(g), int(b)) for g, b in zip(50+2*x, 30+2*y)]\n",
    "p2 = figure(width=300, height=300, tools=TOOLS)\n",
    "p2.scatter(x,y, radius=radii, fill_color=colors2, fill_alpha=0.6, line_color=None)\n",
    "\n",
    "show(p2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "c3c4fe02",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"c75ae05b-343e-46ee-a507-66d63f5ca6da\" data-root-id=\"17547\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  var docs_json = 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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"x\":{\"__ndarray__\":\"TMpc/Z7rLUCV8UbXM6tWQM4pMAwOOSNAN5++1Z44CEBqQLgZ/TdMQBMZojctoU5AnDCHa53XOUDXFgAG1zZVQKX33nggXjhAkMiEV098R0AI6FD+8WFQQAzNZJ4ajVhAZFexMk37SEBhpAEaV+UvQLd8jrCRySxABhjdeioIM0AlvEwDQmlQQHrUyF8YZDZAhUxZOfJxSkCuYNtRXRtMQOWM70BtbVhAJArLh1uJR0AdNzAl7o8+QEo9yEG/oEdANyWXRvuKQkB+OJ1Bzz1CQBdPCWEjwkxAYTjCh9XLWEBWoZ59LShUQIsp+qmaKlhAYWX/75n1QUCFcoDuh/AyQP1q5Q1LK1dAbJ9A2v6BV0A2We6OpwxFQB3LVccmGk1As6BC3SvLVkAFQVZKJxdTQEY6tLS2/UhAI9BQt5IKVUDOLaI/fOY7QPjqZ5WtEt4/xMvbWFZ5QkCWUQM7AKhNQD6APoJ4Y1FAXPI8JG/ASkC2RNoV3vz7P0TZ/R5WkyNAgs4l/Qo3IUDYQ8ySwf0xQADb1QUHy0FA+Npsy2Q+V0Afxf2voOVXQPpWuJQrTE9AMIJA0g7dO0CevzIg6JZNQCNJ+h5OY1FAyp0udDghUkBdo49HiZ5NQH7K4MlH/jxAtCTJ6VbETUCRMY+Srp8+QCzA22bvAQxAT7q5hAgJUUAMk2L3oARUQFjZEE6WuipAhAu7hlTfI0AS2bsaXqgwQHzumtMRDCBAYt8ZRf8dJUBQjerbB3Y8QPo7Hfp/SjFAwH30uHNIQEB+sTu5CVFQQM5gs6UkxFhAMVu+gnY0T0AO6omnKi5RQJOrLZYyWVVAjEu9G+StNUCn4Gw5CURBQEWefApn5VBAQFItqTblNUAO29S1ZSX/P5RCJVou+EtAwkzDk9e5S0CdtxtpQ8ZSQI4+VjpP8FVAJFn7kcRlNEAm7iHpgGk5QDXk/Ztp6U5Afk8nQVcCE0DEabRZXSsNQFWfJI+d91dAE0VNJoKQQECZhInjhEVYQAi2eB2LBS9AAH8M/5y/TEDDRk0rHUJUQHw/TxGT6lVA9hNR9TmOUkBAF17aVicpQA3CnuWMDVFATq+x7e8oWEBZbUglvw1MQOFbOgVXSDBAqOA9gIHpI0DX+Wy/VaclQGGQZJQAvDNAG9L02IXxUkBbdngF6NhMQCfWtEC2I1VAGpSGYtjhT0D+YhDTEyYWQFbLVtaellRAYosqwBXaREAC0nIivLU9QIFv/1CKcjFACETad/r3U0AXBOQa6TxRQFFVlC2xtldAzLwvo0CoVEDX/4Ckx/NMQE5iy3cgwitAQHvPC072PkBpQdii1UpXQDK0Lk30zjFAubrSFRqaVUAt1BvpQeVUQANzLQSnn1ZACxylqo0ORECXh6qf3ORVQLFCWG4JsENAy8/A0mUpVEAoFpo/yJcnQMkIPrHj7k5AXWcUtpqhLEBjJzYFQyZQQMBOSs3IyVNA1S5gx1grU0AyPWFXe3VVQJUAqvj2b0JAzM56/HX9V0DvFVgyCnxWQKQUMvFKgidA/qnwUnI3CkCPaCLz6wNCQOiQel5AtBBA5vgDH22zOEDuKbBRerouQHCg6sP7pyJAShUU8GnLRkBCHOvifjRDQGfli7fKbFZAXd4JkSPdVEDOX8qQIdhEQBQKD5WSljNAP6BSc3fvREA5xeZvAZ1WQCGOO6RK91ZAAkK7ET7oI0DSPHDOdX9YQEfIao0Udy1AXD05ZzaUVECYFCPWGVFVQB2zmzdr0UpARA54QSTaIkAEQtx55BtUQCamjU5BdlVAKtP/14idRkBaT02UTt0bQP49XrxCrlBA4H94asm2BEBa8jdoSIkxQFsUXWtBkkFAkRdISg8lRECgBnD4MUhQQFhZfDJwElFAQkaYPP66MEDLnIk8X15TQH3QVNIPAVZAORIvUFBbSEA98zwu+HNDQKSXLbNkJE1A9c/DEjaGVkARFkGgoOlOQNQJvRZhHT1AxJf15vY4NkDz/H3sdfoqQFhbFDGG5fg/0eAPiefkV0A3ICiuoDRQQPWQ3AQay1dAPD0akX0SCUC6SEtt6gJWQCuRiW5UQ1dAXiGWbD9DQEAAFMqpDC4aQIMYA0qHwUZAYlEPBDpaUUBq6Jqdw6MpQPwA0CH5yUBAs3TZXhq4SkAo07ezD9tUQCoTn+IOVkdAaDFi6pP7P0CC48Rz09hWQHNOlbrqjzRAdxuNJB7oVECBrpTnC2k1QBgctnYaPVFA0ESPqjq8VUB3tzYL0w5VQOMLM2zpdiZAcpjqBs3cV0C1WC2FZgZVQMlCOjcHO0BACk5ftKmgUkDFoPulWJE9QM3hJwTNu1dAaIUc11FDWED540EfHh4cQHCUbemjcUtAlCecbLpZUUClZpfYtdxVQOq3/tjk2D9Ao5c8zzprQ0B25Vl5+ocjQAgWSjmOxApAalVSqg61O0CGAZNzxnZYQGzmcslcv/g/ENjHB3K7U0AdQRsDB/5CQOWWICz0LEdA8qb3DezyRUDIwDSdQvUSQJCPf/px/0xAdflzUdYYR0BB8j8vcUcnQKeHRSM0u1NANcN9Gm4/B0Beo5vxBw9XQJbufxfp6VNA55SlJqNCVUB4EPiXa+pQQGxupu51g1FA5bt8RKnnMkAw4xVlte5VQLK2CuqueVBAnwxdm/hkP0DrmQjkDmJXQDTmsc8zLOg/qwcsfPDRP0BWZdCsQNVXQEqY2U35W1JA7KJWIAbrQ0CWIVYjO8ocQICCndy92jJAa/CbphLRVUDN2KxMoVA+QC/skd/fqkVADbEz3hBIUUCpTp65yJlTQFnvQS2flVhAwOVHd0u6VUBIUpMZjMcxQDBzQXdyD0NAsiWmmEfmVkCFUfeTVTxTQEDL/00qt0BAji3ueMahOkAm92v/or5RQHxfuZOpMzpANKtQ23X7PECBSwKV/E9VQHZptEt+11dAqiGptHh+UUBvgp5BqetBQOX31U+4iURAs9uW/6b3KUAikWo/wa1SQI/ISZd3uxFAP5UKQVAETEC45/WicatQQDhnLhKK30FAv3ARxC6nV0AvAaLlerlMQJgleKo3fVFAP2iKkvgWWEDHIkMfbMtVQBMUhD2CVVFAX1nE2iBcQUAeSuT6vElRQNFrja3NhFFAFFpk/uxmSkAgCC1Gz7xSQJqiAldAfzFAxWLMdaGJVEAz3hYG5NhEQAfa0LssRlVA84TbpUG5WEAAXzGp2cRQQEsK7RMuqFFALc0UjwDLJEDGkJoRMFdOQKm96CZrCFFAuAC+pdD1REBHMUN7X/47QFQ/l6WyIlZAZUT6ADwhSkCIBQmk8AEiQFQbPSvhcx5A3dkxFkwFRUCrh21HnW1CQLA2HisxrFZAIKHMlYhuQUDNrlChRNxYQERc6XG/DlZAztheyaoPFUD+zmJXO45LQAMX8T/H6FdA/UW75Zu0UkAl9s1WO5E3QEXfPRzZYVdArN86mJqVMEB94JM3S5tSQEXInNckW1NA1Zch6EqJUEAqg6Ys8FQcQB6GU5jwQlFA/0U3WLXzUkCfui48Gm5LQAEHBALKFjJAph6cLjjQRUDghvp/TWYhQN5r+jb0UR5AknfGCTppWEC4apPwVKdUQP3c/quGKUhAay9PwHEhTkAPJf8PmacnQF1QwZCy5FVATE/RFmzvSEBN/gSx7sU4QF69ByTOHlBAeShIFYPdUECRkHkON6g4QPbdcqpCmklAtiO/XquvPUDyBHnplEZPQD6ERuoKlztAohFVY15tQ0BtZZHL4A9KQGLmcE4rU1hA/vPqCBMKUUAoKueMsbIlQLI5aP5UmzlA2kdK8kQUUkDhqKqdM2pYQEVnHgrxEVZAdzAeUkPMU0ALITs8MHM8QGM00EQFnQVAjhxl+smFR0CAozlR8LpTQI6cVGlz3DNACpTYw8ptUkD6ukiVe5RCQCgyCen25DJAvBDhoLNWUUD3XLPqMc5UQCvV5acJg0tAsgk4TEyRREA2+cdHlrxRQCnGXfvqNExAWK3jGnpiS0Df+10NzJNEQJOc0npZJ09AMXoYp7SoUUAceiGLTf1HQLwo+8hPlUJA876iyifhVEAPqWK+tydSQPSEZJKBNyNAwDtybBTvN0DSpdt0wf1FQKrcR6+rqU9AZSKC7K8PUEBc/jet01xQQLlx9h3sNFRAdVErqKVATUArt9451rQ5QJ8wkzSB2yZAWF//z+YaT0BqZjDGh7xVQOzFurGzSz9Ad4oR1UzGRECyLWp+OrtHQKBknDBeRzJA/pYo/U6TUEDGPMF/4sk7QC7xXQGx3BhA/AZ0JWfZP0BQSt1uPFg8QL4Vh/CE2U9AokmCGfNjPUDGtawy1A5BQNI+qzbivlJAupyfMBI9VECO0y6KgzFJQDfQVf+EQFhAfIgTs7yXKUAs4vFSmLYmQJsDJkpP7UdA7JgqKFodVUCCUC7QiaXzPz3q/QQsUxpAmOWVzgGRT0AAVURCcOpSQLoxdHWczyRAp4C3/chpPkBSrlUpQe48QHDtZ0TNQv0/jC2CsJPNM0AvOBK+xe5BQMYYOAwz0DxAAdwdpSO2UEADMgq5uxlCQLgZkcqWzExA2o7OHVgvVkBePJoosX8uQOa+L/91lVFA6dGJnykKU0CT6I7CIS9CQH3bH9wjXkBAH5blgpocUEBIAA6rfjFAQK0VlcKHC1BA8TzsGZpHQ0ChBPfTiqhPQK7li2Myn1dAXtH9uDP/WECuiEwXjkv9P4g50oZLo1JAdHa1JmTpWECjPriozm0rQPnpDF0e+VdA00J+NaabRUDPzsQg0W4gQCUPUFrK7UZA8DDFquMsVUDqHW7jGfBQQCN1qNm8wVBApNbaBQ92QkBefyBe3CYeQDRQ5wuDazxAaSZJFqOcIUBmI8Z3NgY3QNJf76khCDFA2Ld12WwsEUDaw6+a1+U2QIoL4ARpfh1ABKVwnOdA5z+6g/hlyvQ0QJ4AtNTp00ZAwKwvk+4lQkAi1YpJK7RUQJ/b2bkV7iVAWJrf8FmmRUCKU4RI2upFQIeGkQbnxFRA7fAFxWEYL0CC9jQ7r5JWQKPNAlm6ZFBAuXLxQW6PVkDF+SfkJ8RUQMNa4W2SVVRA0EEe325L+D94wqzgJK9QQH2uk9bJ7zJALNuI6w51G0AJD0g9lkxNQJgjL6IgmDxANiBAw73/V0CoZSIbBQ5FQI7dHzM+gjpAuvfX44roHkBfUXp5QohUQG2u9JwQslNAED87+nUYR0A/RvY0U9kYQDiZIlm3sRBAmqk8njmCNEBhe57YYrYqQDr+mEvpQVZANzkO2/qfNEAnlXVJFTVUQCw2hnGGDzxANsFfLWuQWECoxnrq+FdXQGTU7LaoMT5AznF6sZS1V0DUlDeeSJDvPyU51i2TSjJAjND68si9I0Ax8vzG+V9NQKm0J++iXzRAnhOWCOsdUUBhKUFoMYZLQNiPEx59Ik9AfDfDpOE8TkDPiwTnfntVQCFbPyqvajhA32WPfnRiS0BX+PRUYipDQCWFnAI0UhxAFNZs4V5pV0DzgWrr95ZUQDoHhXnvCkNA5cshb0FcBkDNtna+a/FGQO7TGHq/WUlAYRKwT1VwV0CMwILIYodWQE4ld5uM+FdATb3vOEQxVUCbpVn81CZVQP813e8lQ1JAqB/mtMq7VECFPAq+jE0wQOnx+SF0zEpA1H1ocB11E0Adj0+18W9VQEVFswTd1VZA5KYgD655VUAnHMsEQ1hLQEwmPAulClRAJDcVvsRzRUD8OFSKIJJNQPDUSAoRIkJAyBFtIB0KV0DftQTowXtJQOUiHp9/3ElAl2iwzu3OTkAK0OImgPZFQB0slCleoElAfHfkOgvIIkBdXy04A2VBQGEvq+fZJERAtZYdxIe2TkD1LZUazdxWQLwmWm44aUlATL1dEA11UkCfmkoNhTNWQN0Uya169kpAPsFeKwzyUEAMCijzudkvQEw/u12z61ZAYlFzp6gyU0AGsY3vgO9BQMUWM86iq0ZAziCVYXgfS0D06p9fEo1PQKkeGmysVkhAIMCQsaMIKkDzw5/vfeJGQLNyklyhIidAiuNkynNoT0BnPqOvJQI4QGA5vf1iASNALLyaKYcaWECsaXIEn0c1QOWNnL9n/RtAbb8YcQVuUEBLuY/v0vdUQJi/X6zxJFVA/z3YjaTUVEBMRbqfkSZLQMsvq/JhTTVAYJDQgZzlV0A2S32pNhVVQHN7HTk231NAW107PHByBUBAxMcffEJGQDg1SnAOXhhAG3iyvy06M0AmDgDpN+87QD/Q4JDy4VZAHMpnqh6bUUACPSLYJWxOQHYwZ0kw7xJAbE7hftar7D/kPHh14bhBQL+VTFqbelZAaQFKTnD4TkBMWgpF/atKQEijBXBjuEFA6He+q+YhREAYeiPIkzz7Pw5KxdcRkU1Ap5nswQ9XVkCeY/xeBAhCQKV9qCah7kBA1dWbXy0mRkCqdjTO/45SQPim2hrdJFFAQBwtkYU7S0DPwhitgRA6QECtrNXuMvk//wnziuSQVUCW+ygN+fYQQE9Zw+NvSlZARWL1YvbDKEBJ4MJlQ4BTQAiitfFTWVhA9UwcJyHdOkDE4COMHpRTQGjN0EropzxAUTw10e+OV0CxALdcnyUqQHVFipM9p1dAyYyOfPS4DkAGorDNG2RCQHCzBWk5qUFA2+YIsew3I0DmBkqLTW5WQMBBI/uwTtw/yRMVY52NJkAZxEe0a2VTQI+2tbNs1lZAc26d0ohXUEDU8YJC37o6QMumIw1VzlhAMI0ZcYvPUUA93C3wOGlQQFQxjsdsC0JAETnC2+8/PED16ldOWJVSQBjWCqcePCRAgBU8oq+hIUAShcpjWXQrQGifybSgQlRALiE2zWHcKEAY8J7/zBxYQOjPBqBFyFdAaGOGu6GjT0AzQ+3U09NKQKOi2LzkhUVAPbwq9nGkVEAXxJsGEONMQOgz4IXF9ldA97+boOCWVUCxxxnnsFVXQDHZF8UtbgNA33GM7nF/VECzZNez59JYQAXiKHN8Vk1ANAg8/4ZORkClMdb9XQlTQMqcnLLhz1ZAH10MbS57RUBmNdFcZrk2QBZqYpCFblBAegEuvAExFUDHb41ZT4tMQEWIzBEWsFdAr0hsnu7lVEA0SEUChSNJQJbWiT99ARdAFsyKXO/mSkA4Il7pjR1OQIaRf8u76UlABq5Z8NwuU0DCPpiEK41YQAwPwsY2JjBAgSLgxIKDVUDPsPQoiSNTQIa3U6w180NAZQCSno61IUBvu8eiurpBQEy/ta7T/0VAONRrd1+eTEDAfTgUg6MiQNeeXd426VRA4i0UJflTVEBd/F8Sxr1YQJWNPPkZJUVANirYNf9MMkCiDv0cX6NNQPOKdMRCkVJAIZN3GQ+MV0Dz+wEj11ggQBI21IgOeVBAGKwT88R3RkAHYfJrxKhWQM35VeLTDldAAvJgiTReS0C8GHboUqdSQPfnRrb9FD1A5jo5zWDiVED2FE+BKz5KQP9b0r+YTyxASSBmP+psQUA4vk812kZJQH6it5IN7FVATMIGkDMAGEA1gqOp8UNPQFnfXnov0z5ADHLk85BSQUA9hCjW7OQsQIeUY19ln0dAkvC1tlImFUBQLjFV2dlVQD9GmiPgFlFAk/bA2xgrQ0BuMX5P8k0tQOwTCqYsOlJAL9tbFgwyRECjgdqfVAFDQPdNPR0yrFJAG5lDBrF9QkCwBk3+xvZTQHmOx3/nMUVAXECjJtCgFED0yipO+ShSQGCOTe+kBk9AXm6AEGg+WEAA4xsG9zlXQLB3mIOv6/Y/q2VyBBBfWEDGSQUcy3xPQJQvmzhn8E1AZ9Is4n61TUA2sitru8xNQO8z8f2LDzlAbsq5olUXPkAAuBje5y4wQNCMk1NsM0BAPi9o32IlWECFrKZSWXgiQGB3iOzBelJAtEk2wXhiVkAGLl2GDSckQCrHsxEF/0dAh8ai4A5dVUCsPN7p4BknQKmXvdHuEjFAsVhbbzLLMEA2MBlikr1NQIQtvGj39RBA3YWUcqF8MUDdKilrp5RDQHtv2fDzqk9AGCulOTi4OECx8x4Npv9QQHJ+YnGbfEZAALkWnCV9Q0BjZmOrk3dJQPP+6ILJ/1FAgrqFS8piS0AGizJGCfsZQCIcFwAvlkdA0mQfD7UuQEA+I7bqdfIyQCc7ARUkR1RACGK656x2GEDjYpkt/AIoQDAggqpxkUtAFq+c14UgOUB1LLHkWkZCQIpNJCVW1ldAjvb/TuCZOUCi6HiMr/hPQLkF0zeqJEhAx5h1YmfJM0AihihBw7RBQD6S7ZGnDk5ABVD/m1JHVUBTp0grL15KQFXGEVAqGiJAeFcoWf/qLEDy1gknyeQTQGO4RCsJOUVAEDDuFi4uJEAMpTS9YL1XQMrbNXCZI05ABbgCr9G8UUAlRtsWRIdRQGDsO+pULldAVEOH2oi3EUAxWTZXgARIQEplT9dBj1hABsLrvEGqQ0CfxO7nZxxVQK94/+WLjk5AbLEWrmj+TEDcGFmVCMccQI7xybIjiVZA5IUFOoaVS0Aynl7t3yZTQAwDUCEfGyBAAn0MmMXeUUAkiGDTzD9DQFdPRng9wSpAbY7/1NaoUED3Ka0BZIZEQMOpPPNyFFdALIxE9zrwVEALIXmjWl9QQPicloJGdEFAbuKWdXVOEUBGJp/yjMREQPE0eqVLt1FA2whN1fkmMUADfwNoPNYyQHbKOh6C6kxAPRuQH/c0MkAOFUUIKPBOQPRZZ2VwPkNArAtp5BzrR0BP7njKP4hSQDFqx7jCPzRAd23a2uGfUEBW0akmgC1TQAIb/ABVQylAUanv/LHkPUD+mY9kQndRQKoOZjjvC1ZA2L04/gBWRkDgE1gmaCRVQG0orzaWklRA+YCl0fwTUEDZbdAYm8lGQN+tKhXyhEBAQEaylWx1IUDLSoUz/LUmQIknijak/j1Abvsk8EKLVUDB0a3teYFSQFzHQR7hI1ZAdc/WWdoLVEBv7XivLxo6QJPO3NhDl0dAig4xSDKfSECx4CX9smZWQDZoNN0N6TFAPIawbAv8SkAUqoMSHFBSQH0gr39J3ThAqx6cy4oESUDRKbvvFM5TQFcI7Y3NKQpAdgDRkdyLNkAEQ9KoFNryP5PJ6CvcnVVAQWGxi/UAKkARALCARDdWQB+BscoO5EdAaVQACNyZTEBW0yZv/StKQOI+V7/DmlRAsPT+tY2MWEAKGrUo0eAxQHnjnvwCaEBA0PM30rZVPUBvhezoN8hYQA6QVn/FE0BAqoOmc3zk8D+6ZlDBkzxTQAXrbSMPvzRA0q+Y6zq2UECTFzM7cYoxQDzoq58ve1hAx1p0UKK7SEBXjTPD08dXQKDhRHewOUxAuCW51oIPQUAR187UcdZKQOldBdHYDlJAcNfAVYNYMEDE7PpYxldAQFvPA4RFzzdA4plvizpjUEBQ8rjPc+cdQL63+0qvIxhAYTZNoGTDAUAQcnrebZ/iP6rY0qNh8kNA5twCiuoOUEAp0+rtSKQlQEqYQGnt80hA9czxb4e/UkBecPpjD5EgQI6iUKqCKFRAwZt1uhyRVUD5dj4zeWMuQPYHNt7dGAVA0iODPUxSUkBB0SrVQK04QP/WYMt8wVFA9p7a0vQ29D9/q1RIY+FEQC7uShn27hBAC7H9IyqyVEA3pam+nHs3QM9h8OsT8VdAANks8OviUkC034HZtFxTQJX2cJM/vlJADy4YxB6pVUDJt/9D4zhFQDy7nWWZB0xAIxZRbINUN0BkGE149YMmQFebHQGQWC9AQFNcAm0JsD8Vs+sI5zsnQI9IJHpM0VFA43e/2SLrPEDCX3z2KGhPQE70FyWhgURAVKgb0X2pV0DhJSzcaZZAQAcMUSTFLVRADf3S0w/vRkDEPxjDmxNXQDIhdIqielNA7rJn9pS+WEC5KmY6ZW8KQNS+DNqchlhAV4aNW4TYE0BJQEBsWrVQQG8LUguHNlVA8ZE/hr7tT0CKmUhd28E6QG7aNYCNIFZAMUDkSyR8UkCc1fkVWvZDQE8CXkpo/xFABCof3evrN0CnmMHNtQJYQFzIXNDpifc/VI2Z7h6pPEB7HNyIMtFMQGVMmhZ6H1RAjKx/Vk5fSEAZubeAadszQNvG4L4C21dAwJE92tSGR0CpraQHtFBFQOejHxIeCzFArZZe8M1eNEA7z/XIfOYlQFwzWbO3WFhA/wWR0iAFV0AgGXignQxFQAMowBk4+D5Al6mGUPi8R0AQCitfma1SQC287HO7J1RAXSiGJBisSEDFRLbPapxYQBBXVGF5SUJAdQqZgEX7SEBPrDwKolo8QBe0cWoRMlRA8umwsrfvOkDyvJ0IUMlHQJAvkZkppEJA9D/waWLkT0CxOoTe0Uw5QL24Uybc9EpAi6bllEIPVEDRWXN9g24aQFI1Lr4mKENAVpDkGjDNT0B4wgWTN1BHQOPmV9EqSVJAlraDKNCsGUBmbyonasoMQK4fSmPWP1dAjsg0XaocG0DowaOIgNI7QChi8JblItM/gl+uyJG8OUBde3b9ZscmQHKpv+1oBElAXRT118EpQUBAMqolToaxPz25KV9oMkdA9fOh2+n/UEBYFvb9rHNNQKGCvNDJ9lRA08iLPzMSQUDhWSHmZMpVQJ1JMgs/wFhAvku6FiD1BEBhQQum2htPQNng6oFDyENAPxILrH0gLEBBewf8/h9DQMBcH08kQVBAj3XuiiEdUEDxBf0dKaZAQAbQ25qR2jZAcz9WjltWP0DF6YSZ2vNLQDKWDB8XdyNAfqyU2T2rPEBGrcnQ2CxKQIPNZPOxykBAkPpmV0ouVkCrzLwR9cxJQGMvCv4ZwFFAuA9BRSjqJECtKXo496NMQAFef+MYX0FAYkzoyNVPPkCLX3Oh2W8WQOPHJFGF1VFA8xi63F1MWEChfVzKN+Q6QODYM0yflsM/e5I+AzHqVEA1IMcdJR1LQHCspzhRikpAN5euynb7TkBqb6yu+89SQER/DOkkPFdAsyjeNdejVUAOBfWtaxk8QKL56L9yyVNAkpUMY0oiTEAHv1rY48hKQAjJlo07SEdADuDX+6jFLkDKqNHPjCtXQKhzE8IJoz1A3/Y+3jdVEUCPn4ZYgpFGQLgLm/JHhzdAATeosn13NkDVeMF1JZtKQN9wLHryBkRAL6J0xh/0RECgBF/MUm31Py8Glz6kv1FAIet7D68BTkBBLSjcrDtDQFB3GMHRJ1VAz8bvVcIAP0DyFJV4/RZGQLM0rq7SbEFA9v2U5HBiVUCljNprLJZRQLQUd/x4wSJAREhIJR9ySkBcDmHl0m1BQA62H2axQihAq5br/a4TVEAuVeXjOeBVQBPF48Q8tVBATnvb8DOcWEAfkGVGvdxUQBWRIaNDHU1A4qDZI3H6FkA+vpdiCa5WQAyZ1KXUckRAa/U/s+UJVEDw5bw5YLgpQCIYWBmLHVJAaBH9iZQ8JkACxiz54MQ/QKA2SCZ7kFRAhdrfst1XHkB9yI3onoo7QIcEPm9bb0pAs1dGT4K3QECmULuyy3pFQDKzmJmpeR9At0Sefaw8TEBwyonVpXfBP6TF/U1SmlJAkLqId63IKED0C+OHpPBHQBodrytexyNAru6nBtqKTUAirB5u8whVQCe6T+6YgUlAmwQ44FgfNUBOD8bpJtY+QPHlUa73+FdAUmHpRbo2O0AeVp+ELsFTQE7FB0x1wjxAPEZ3iVHzN0ArD68e5LssQDEykBaOfypA+7fzlWjQAUAcJPxsmM84QF11X+OoYjFAW0ndukAUU0C7PQzmOLRBQO0u+19hckNA36nZ4q3EVUAwOS7oP/REQNF888V74ExARzbj/bBlVkDv3YVMHr1TQNWCuQF/wkNAI3dVqhegS0ADcGDmnj1LQPw5MOqC3UNAKt2/FlMQNEDonFX4+groPwMrbJDRdFZALoItokDJWEDrpPHOmjVUQObykMiMsD1Aht3/UAtoUUDgDZ6tFVDwP03I0nwmZ1VA+NK7gPA1CEDkg+GsZf1QQCMcefSCAkhAQ2oUDBzJTUBOUi18HkREQPIdHa4oOkhAOSmCPEsuWEC/H0S2QvlWQKJWlI1vrldAN8ng3/x/U0Bv5Lj+Wc8GQB3I14w3wlBAMekV7ep7DEBKvu9ZHzchQBdV0At3G09AYBqP8uvfVkD15KCA1sQTQEExBQk57kFA0gXxmlxmLUAWvUbeFw4pQAA4JccS+E1AjTR2eyHiREB1vgFkyYtDQKNK6wPxJ0xAmWgIB/d1TUBnIX/g4S5XQHTcb7ZaNCNArNF4oBsGTEA5aYcI/bQmQPzVLoeTNE1Aqqw1RsZbMUDmF+v2aH5XQBBzB06Pj1NA70xNGdm0V0BiDcykrmg/QMLgYWANXVRAJSY+WFYMQECXo1bfHj1DQCBpuJbvT1dA4w/IUIMASEA8cfI8HzZGQG9P6lxIDlRA6906BhJPU0AO5Cce3xxQQLAgImZRsB1A5Iqfb9RXLUDTRBNjUYA7QA14Guqn80BAOMHkuBIvRUAl5ZfCKetKQGBzPVVKe/o/uJ2em8+QVUAIp+9QEl5DQLHIjoRD3SBA1imWh8EuGkD1T+zgDe1TQM6AsX9MrThAkwK2NdNcUUD4NZmdRhNVQKiIqI3JRiJApJpssxmdVEB8ls6FvXFRQJ8rLtqaRS9AfZJv/4csUUBpWWCGMSBBQK2bahiwnFVA7JCvZKYvLkChMfg8uTRUQA8F5zGmL1hA+HrIS4WmVEBq8XxKV5QZQBjDuw5fpExAzxQhD4stVUCS4mTPQuFUQDJy3FVBsUNAOstBwDfGEEDhwd7vo2dYQBvzKXtEehBALW+5C1Y+R0AXhquM4TZTQPHnwi3EtiFAKc75VDciV0BUuuAP40dCQCQ2aOb/wT5AMCk2VdpPM0DnnDuI1jFHQPl3Q0ljRUlAk8hsGBuQWEA4M2Mcj3pYQPjAYmWPY1VAmQwMAR0PUEBPk6FzPS5QQGy7jbX8aEBAB17AphKDU0BAQZ2GsaJCQJ8CXNtoekdA5h6vM1P6QkCsL6e7i/w8QKCwLinhmVFAqxK0OLX4QUDpRoxYwDgPQHJCKz7NzkNAApnQCLBJP0DMq18AqLcjQIanwBHpGFVAeOv5Tj3+Q0AhL1WnkjEnQJrcBMRd6D5AKcB9sIgaRUCV4n31xwZNQIG9JKcXfERAb9hdo/FLREBfuPHbSHRLQPQwr52LMDFAEqgi0l2tJEBmDaDVK1xXQKVbOd9CyjtAIJNvRWwXU0AQR8p63tAiQBzrnSnj/iNAyOKAGSGET0Cw5y4DvnpJQBbpJYiXUlFAv/+WgZWhGUBFvn2P0DFJQCyYCD6wZkxAeH8EuTTsHUDh4m2D/yQ/QMvVOlFHIEpA1j17gUHgQkBmfEXgPPAvQHbgD9xe8zFAIwqrzeUqMUBuNIdB37FHQGUzz5FnT0RAQB3UJHCQI0C/ae5BeYMNQCIwaJZOQVhAFxiMBZzKTEASZXSlZX4lQKKgh25h61dA+8xmU/exR0Bp9GogGJQlQEQ2SpAJfy5AQuNdxhDtI0BcAzg8iwJRQE0p73HDr1JAiQmOoBFPRUBaajrm+3dUQHYXNiEO/FBA4pLUdgGwO0ArCZWRrx40QBRXnaMC4SxAG4pQV/ZpSEDBqIBYYGlVQNKjvAODFFRA4i0i/zKgPUD6EgIe9kEwQMa3Yx/9ZlhAFC8fCesUVEBrSoNGzE5WQLLBdS+CWDRAa6Y2Mm+UQkC2PZQ5IBwwQP3rg8hOkElAjMDBgWBvU0AK7XUaf+lKQA786yjEZEFAk1tWLJ4pRUCw6na/KUPHPwZECbL4S1RA+O3XViBvLEC7OaVGzys8QEgXovQ1u0tAH9ViKsbSNkCs/3qNSTs0QMthq3gWJlhATkYt0r4tVkBp7PQX5r9SQM26oz9Hs1NAr3emIp8dVECAH0pt1uLiP1CWnd5i6ktAnmkJ/rP4S0AtWjcVPE1FQCfcSIOR3EBAI5E+mPMQQEDxoCWtZNIDQKspJvYOFDtALGTfAbTmPEAeH0hEaX0+QCgM8LBHFkpAXAr/L4BJMkAsGXe9YvcqQN74ZogDoURAI2+Rb8rCREAkg2TnDBFIQGjDJkLH6FZAQlYPi1lqVECJ5IsWG801QBFl5UpDP0RAAqITu0xEH0D5cyRptuFWQL6e2u8OflFAyqhDy+tPT0DHoiv40aIsQEiYJKeCFxZA490xLFAbSkCSOIAMYnpVQLr/N8hB9CJAVVIzn8awPEBDMefhjccXQIGWS5s3VVRAkKpeDTXkUEBxdzmKKOg2QFQCfITth0NAULiND0zdSEASTLIyVZ5VQJxxvBjYvUVA7uyx/PNHGkBgLSjQBoQgQGL8IQ8Ml0tALpH9REBrVUDwsKxJplEhQHjh59+emzVAxCTbED76UEDL1ff9KqhXQCsrAciUFyVAjVMeLlsjR0DSl3R6brYzQCIio4accFdAaXgeZ/9eWEAZMC/rkMVRQHeKpPqGMFZACF/cCgBvUkCl3GrEgUZSQJ4MY38S5k5AAJ87oQIEREBmNCvZdQBEQN94GmKtzUVAWjQtehX7PEDx6Q7uoKlDQJfXLwQyMkpAJd6W+wetSUDmtU1xl/QkQLg5ChaKBgJAf6aDzSyFUEDbjFX7aq8+QPISqhdpnENAEY2+NVj+Q0Dg3xaUMbUeQArMH4EXRwZA0uaoj+/ZUkCGwM6wnnEjQKjaLXnmVFRACH3ID8/KQ0CIWYpQoXEXQKfN8ySqyUpAxo24RkvYPUBCilOUXoI7QAMGAulI4kZAV9KA1j7pVED/npoaO1UHQOC0tnwqR1FAzERddVcJNkDbnKnuMKFYQHkbyl+4D1NA70OTBqLSOUBTjl5QS+NUQA++a57N1FVAjyPg3HgqFUBgjofL7p42QLVw4McWYVRAXsc6+iXGPkB85s0AVC5EQKik6QSN9lNA32al4lfjSUCiMQQQEmtEQLrAwyJaNS1AAAQTg6rmVECnVzTa9WxLQFzhXg13jCNAgPV3ypsWVUB7Bvep2lE+QJ97onhpcQJALqekuin6MkCZyf812whJQGsBkvSDg1JAvhQuz8acT0BIOIEv303vPzNrOsJLBlNAQUuIFr4LL0BBlyavIPRVQGS8mTG8rFFA94PbOGM9OECDM0CVjupEQBh4MA2BVE5ANtXfL9NNR0ArWPEXaKFMQEMUqsg9a0lAcoDVyDNgV0D7uCBhW+9TQE0u0CvR/D1ABmgLC7oSU0Asita2D8k7QIazEH810FdAUlSscNR+IECib2ynj8ZUQN+FzYUBtjtAwudsXVeKTUCC4Sn5prM2QMzanBxOfUhAH3HVBp0qRkBSBv47JgU3QIqGbEJbQz5AHSSinejKPEAnszVt5TdBQKKrLRMBofo/cEbUtXPQLkAxE86LsftXQPUNXcWgaVVAlMRTASSTFkArpQS7TG01QDaeLgeWYFJArq57hkoBDkCVHcpyeWhYQHYv6a0fxUJAf3ZmDsB4VkBiNTdzgfcUQGy9l0ez7hFAocllDNIXOkAT8+KFVLxLQDpOznA0clVAf5WXTKPBWED+LKN4ZfFIQITTbDtCL0pAtl2JzMmJVUBSwWTtKJlKQPbpQCRUCyZAwsRWWOQPP0A0rYqFUB5XQJfVpOoG2U9Ap9XpptAoUUBVb6W95FwyQNqXwb7gsEFAkn03g9PdNkAJKgbHk0wFQFapdEuXaldArtrARdcBV0BDQzywc70kQEwy4jSH7xhAEH9UajheWECkwiJguQ44QJcoiECbXlRA3NsSd42aVUA23pqabGtDQE3cH7T13ldA+zGoeyDGQEChfBjs0x0lQEFWmGoAGSRA6s+PKHLXP0C05tOOGE1SQHAOq2frzDFA7Zhz+VMHVUA2JDSskkAVQF10WimjSFZAljcBs/bdSEBH11MqauNUQBLsG/2GazdA8r5WeG2sV0B6D88NIUgpQO/73KJ2sy5AJ0/8c7rOJkDhnZsueDZYQGDEjNGtSE5An15rb0HNSkA5MLyH2cdFQAWZuvZz4UZAzq4B7GepSUBXwXDvWP02QOxsvSooKjRA9FL9LF0DVEAlZ+XtnChXQCMhkg2lHFNAUP64Da6kRUAc+CtL2fQ4QAOMXwjxr0RAIWsHeGU6QkD+KmXDXjBOQDS3RESDhVhANtts+7JMPkDaz0mFRC5VQEubteNrFwFAUKyAGkRhWEAklh1+QiMzQOJ70l7DgEVA0IwRwRayUkDugYtj8d9NQOKeItlFulJAky9A5tMRUUC9H/0vpMIhQAF1e8AXcFVANWb+s0vyRUDLekKpYyJTQCqRjR5M1UtA8unWthAJHUDixvtlq7FWQDhicPv1PkBAg7nRVmWeWEBOBg3YN0FJQOBo9RC91lZAxp4Dn1ZrWEDNT34rUKtWQOs7t/TbwjVA3ZAVFj7tR0A+g3ukCTFQQL8e5LfQ+0ZAI76xsWj2OUBKjjxN9kxYQGu1j2Ugq0FALUaHS2WWUUBb43Y/RUEhQMX4m71Dyk9AszY7TZg9WEAUt7XTNJI9QJ9k8RZPa09AYsFDBJEdUUCcRaVei/tJQLDo0iTP7lBAg3U2VbwJRECQjlFdo/Q+QFv6T1ET5kxA46RXCuKTUUBXiN19kq0+QGnrOgCq6UNAsqs6h9eDT0CHdx+0v/1MQFlclbcejzdATnOMtwn1HkBOTxFuAIUuQMiOVpXx/FhAMi1YQRXCQEBM84QLf1hYQH3T2t0b3SxA5kyuvf1gVkA80GcM8mhYQGq9+5NrGh9AnOdDn3AwE0CsgfS1QMBOQHCQOwnwQkFA4cVnW3rJN0ARHvPdCZJJQOJ+ptzT9zhAKDevdA6OQUA2jPmsiIg2QJeF+wJTWUpA75pjGX2WUEDxm+lLya1RQKIJIEJk3VBAjkhoqZt0QEBHAd0Gvb9UQPYmq3mAUFZAru9jqMklR0DFf5TiUitRQFb600bYI0FAz8BLDg9BO0A2Y1lZSblMQI8b1+JKHVBAsI0QuU7m3T8SBCLk7P1WQF++Dugp005AaGsaVbK7QECIvRkPCgVDQOR6n4ax2E5ASuFSoRoLOUBnR6IJuIRSQFQc0+CHr1BApTCDEjkTSEAeRVnrnwUfQE3I5Oh341JAznQZSqXRQECXbdGHrJBTQGs6It2RQVVA960KLmuHVkATcBLwoTpAQFvDSagcSVhAH/LWCIevCUASNm43nSJWQCjmX3g0VUVAebh3F3nXVUCs+3rd6u5VQITiHUgG001A6MR6WYERQ0B3oyfKMQhUQEYxLe1XhEVAqeoUeB/zHEAfDjHjNiBRQJyvMuidf0hAOVqkL+15UUB9dEJ2k44zQI+os09takBAFkeCZVfiQ0Atue35UApRQJqV9lVx9R5A/SE7oRrtSUD26STaFC9OQHacz+TbYlVAMMgiMiI6CkB+ppna6Vc8QHInhtjGQDpATPsyDpk/GkBQ+BvvHJlJQByPlHy02kBATnWF2HVlV0CvwBA/ZJ1FQO7RLZfU0kxALqXUlIuXGED8BexlM6hIQIGxWmwTjTRAGfoYSBMLV0A+O8luze0gQEkhzc6lgE1A5QpGTJjqTECEnDR5xY8nQJTRB99+aFBAOhnx+zVuEUBhhj6zhcxTQDj0Fa6gVkBA55w6vixDMkBi8A7V+zNJQIhd1mPH41JAtmZfWoxxRkCS9gAva+Y9QAf+iI6emDpAMSptkLiuUkBxgS4jYelVQJFqncMVkVFAF4j96q5XV0AJNOoEJjRDQIOmZcdG1VRA53g+CbyZVkAbFrPAK25AQNJ22TjJWSFA25ApGcUlU0DzLVaLsvpVQOYQGNlwYFRAAHokc3nvU0DncetDmDUjQEonQGyNV1RA5CBE9pw7P0DE46UJXepCQEYO+P+FqDFAGdnQdD0CSEBd6/gtmedUQDcAu9auFhdASGgndw26RUAuxmE7XycQQARPqtzFgldAP4ZYziWoVkD+hc2tPVgcQPiwYbDhzVFA6rtavncUM0AVJNpvddNNQIi/qVKX+kZADyG6+sGHOUB4YnAvNkFJQM5asTk8HVZA9VMbeLJpRECgsgCZm//jPzpPab1FClhA7rwxnsZkVUD0NT54QeM3QEqeYgixmkNAFEO6N9gjPEBPEVeK/wtHQM3SCekv90FAh0Si+woeN0CbTf/HKiRFQE4V2BS6NEtAarEKkY7WUEBGO6JmMrxCQCGRd+bu2VRAL2frAxq9QkA1OtQF2G1FQNXKWXyimEJAjOifl6IGREDHRy8DnvRGQNUeToOxe1NAOhcy4WSPUUBgMVDJutBYQIHoP5iOS05A5PBd0UGuM0CffCzL+q5MQA7UHzV9tFZAx+l+o2hSHEDpu7cyhbE7QP9zOB9HXVdA2Es0FLW8UUDB5P77u+lAQG6laXsckFBA6ZEbPIIkQUCZCIE+xPhCQJ8BgEWiNVhAR7eb2IgSTUCy1UG1/KBCQH7DtGjzDEZA04htrn3dTkCgr1M4cYkiQJwv0tr+OkpAOz0gMP6pV0CAjZ+7/Y3KPzx3e2K+XwRAH0Gy6z32VkBLudoiBaRTQC0pkjzs1zpAUc1CZTdTSUBtHApUAbhLQKUCK11nxEpAMx7SXZwdVkAklZs+brxPQLwTCjBcpU9ABHTA3m2jQEAW5iuXb7VTQApFnIgyKk9AbzwBAiL0VkCG+yUZjLhMQCZpcaTp5FZAyIZpVF11VUD16I/lhIkzQFn3jnz2aj5A6RM458/RWEDVkttkAFFAQID/ogiU+lVAyA066iu2MEDYup+5BG8iQN64XUIU1FJAkXrkTKL/QkD/CK5ogztKQLouXRHeM0ZAMP4akaUsOEA4rehVkK9EQD0c4l+1RURAgKAPM6srVED9HANeyBNQQEui1qi/wlVAGClYvcuFUkAjsW0haf1VQAg/q+Brw05AOQqf5UCMVEBENrGc+NZUQBIc4VauslJAtHbRVGIvUUBojPDh+9tYQJykECS6zFVAoKZQgOlNR0DdoVK/C7IgQPSJRYPE9DpAo/YL2h5ZWEAga5oDG+qyP7RtVXM+RiZASEFmO8kuSEAL2s+BoLUtQK+U6zCFV1ZACd7+7BcOWEAFU7bVImNHQFRdp/pqok9A4LbdWEpUU0DpEjqyZTJXQIQqA5TfPzpADehgr3aCV0C3Ad8wT1hFQBO92wjpukJA8N3Md/8GSkBJDGgj9LFEQAP7ruEcZVNABYCeaWY1P0BvgZ9RAIFQQG2c4xjxWQ1AgTRt2KWlVEDkrlw5emtOQKGLRHNaNVhANkFi5IlSO0CRIo31nlBGQOSbD/bHMlZAp1XCW/wpU0DlyoCj2dxTQJrisupkP1FAXk7tL5MmRUDWtR36of4gQMIOz060UERAwFCA+ws+T0Ax/GclZ5pXQEYtbZ3/IyBA11CqXUjcPEBYFJomp+EwQBSM6rCUa0hAqeb3u/bUVUDhj7LgtI8wQKlrizQwglhApLUk4JzWMUDggmEIg9s4QC0dQ2Kjn1ZA5yFRZZiHVkDOMyZ2gmEcQLC4d0rI4FBAqPvAKHFWR0AWOrX9GfpNQPLs+A4Q7UJAF6304R0wM0DYUaOt/HdUQERZbr3UmFhAFiI7qVoGVkBJ9a0jRaJTQCdMJwuU7U9AyMRLUo0AN0BheXaJGCdUQPM6kwQvjUpAZTiPASz8UUC+u9yp+RVQQHlTJeLMezRAVOgCKjFCR0CDxL7YuGxBQKSM+7P4NEFAp9Uyc6XBN0CzMcMlI01YQAAopXH6e1ZAsAbkK5irNUAa5izW2e5WQKwWpNXLQ1ZAK7RKi9h0PEBucnxtFRZGQI1aNSs7/0pANlADe3YIUkD+tsVgWWxWQG71q7oiOldADsw1rVcpV0Dsa7vOxLNLQDU6VYd6XDlASujVWvOpS0DWfqbL3pJXQMjm5jCpFFBAaza7K4cdU0DsvA/mwndLQIOd5Fplfk5AmbDXMTmqUUArmBzhVlYEQEEs1sVGm1hA4tcseJRhT0BeIyr/h81OQI/QFT1sNj5Au4+EDp0fFUDqMIYk3ccmQKIFt6EYV0NAANd3pGvlVECd9CpSpXhLQHY8hDqr9PY/1s8BfiixS0D8YQt9oUc8QKonSfXbrFdA3KgFVRlLVECzFzTy+0I8QDhupjarvzpAEX2yHpSPV0BXPg/5jsVGQDW2OuBU4UNAJeQbG9hdVUDEGg+BbjYtQPFe5w28rUhAizLvA7oEV0Am7QG0Yb5XQAsoCAP0WTlAB95bD+2fQ0DMJ982lv00QNveKMZXwhRAFZTu/g6dM0BUf+pZYcJUQNvkmeU7dUFAJA/6T7JhQ0Ce5yNmJHFDQFK5XzRfdTpA1Uo/5PEhMUDadl4BhPpTQIjpy3XDw/A/Mdsx6+CjSECTBytA/NpSQF5SZrhxBD1A9oHFteAmSECbtt5ZRWMDQABmF5Sg/1NAuGs3c/N2P0Ct+6QfSTtTQLZVwIXycjlAqFRzmmfgS0CcmCImPCAwQGGKgGAKQStAAK65ubObREAlHAN5a59EQMJwCZRYzlhA7sUX1JqwVkDeieF99M0iQCgeBRYP40xADbs0n4hXSUBhDdpjVsdOQL5ttd3Ovk1AQcOA6bJGWEC1AC4eABtSQGgRAoiCsEpApC/x5AQ1O0DKiJo9kOUgQLxQEJ3HzFZAAdZ+vIFlV0BZSVDc5WYwQDw4Pys9DkpASDYcTcTQVEDrKcRUO+xOQHox7Ys+6BhA1A6v45JLU0D33sn760RYQDN1KdeYxFFAsmhXCV67VEBcNnGtgshBQFzmU2CpnDxA8IbUByJ2QUDpvkf1qhw5QI76Xa5DqkZApskKHD2GLUCuVhGhqydPQJSDuwYgsVJA7OY20zVDSkAiednbQQVXQLSsPSg23zZAFjWWwjluPkDCrTZDtoRMQFnRUiG/tFZADE0g/0GT9j8c2g9BiltCQPrGCfgja05AFFWC8gcrUkBRGSbNgnFLQALrR5jOYyhA2y4ab7oNUEDnotHBlM05QI5CQNmda0ZAQ+81gwvRP0CPi6kuJ+8UQGUFrGJNZ1dAUK78ookx/z+Wkp1z3WNVQIj8izjK+VJAxNtwUTRqUUAU0SNGTl5SQOSzK96HoiVAvRsR0l2kN0BtvqDit9RDQL2+2M502VdA2T4j3rVWPEDjoeQNiKNPQCfH/TJJtBBAgEUDyG4ARUARxdFudVVRQN1UgMdUWCtAK0AdfW1tREAWBWwDkYlMQNPoZ9aZ4FJAgriBdcd8QUColW6+5PnlPyvjyisQUlNAE6vhz0e1WECvfgw3v1xUQPKdNxsUp09ABQGGKe0QQkDej0sazqA+QHrgrjp+WUxAEPJ8pwTxSEAdhWIjbq1BQLeFQWAjIFJAEbeq0FxuNED66ANHSDpNQBjJ/ve3yVBAEyW3IAltH0Di3+nSULYmQBF50h1sqFNAsTXbHMdfLUA5ldwqy5xVQAU5HiSXdiJAVriPacxYWEDFRMxrD55MQO45KV4sJ1FAto0ygQSzNEAkSkYEW69OQKYMdzDj31BALF+GsBisVUBSmJ9jTdQoQGxyxcwEakZAh85V+SFaTUDstI21dDhUQFJRmsZH1jFAjJELJalCGUDbrxh+8xtMQGORFyqbTElA18zVkHXZMEBbJN8cqldWQMyRLVgVWUVAo77GHxQDOkCTVCdMpnE/QHJVttGowzRA2PmWMCD6K0AToEKRuWs/QJfpwo4PeUZAvjwpB2/ZMUAwp2GDOKU9QI08dx+wN1dAoDHvyK34U0DQeuJoMh5YQISE2HeZ9w9AYy9+yd6DWECGqnHVt3VFQFMMszbayVRAU9Qn6YHlUUAdOIW9kupVQH446IuLZUNAWcFcT6t9Q0Db7+jstSJQQJdkynz3UCZA9t5Ieos7V0DPKJA8DUdQQMSOKKJvzFBACrfeSYPbVkDAldb5YIlRQHD7w0ZeglVAEci5ccMvNEAIyaVfPCRBQPMwY0XuH01AFmDQsVPUTED4XXnZ7flEQOFQ7X6DWU1AOhVcjassRkCLI2JlXN00QOKLfMl1QSZAkuvg65UJNkDjRVm/5OE0QCc6Ou3weFNA63NFa8oCR0DWcdNDdGAhQDb25FLhDlJAsA4bMs2hPUDMXLekpj9OQOruBGPasFNAycxPZ+hNS0CgoLV6RNDlP4BEGTwGVkpAoXzDlygfUkDzWmxdQahJQNME8KQiSkJAnB3nofNZTUDn/CJnY8MvQDht0m78U0NATeZfR6y3L0A9XcCohLM+QPyxwFOEJOc/EnjLbzNOQEBLAWqK4Rs7QNapLXPNRilAEvZ/dP3LSUCQM+VBMnlDQGyK1Lz2QkhAVYpB/hgXQ0DtCU5LoYAyQPiJz686FlJAZOTPUitpTEAzFBOWJhlPQCU5I5J2zFBALxhHB8heTUDK+i5pBwBLQIiQMCKOaFRAXb5lW5yoKUCzY/a0LFpCQFTqHF95iCVAf97sBJsvN0DqJuKwn6s2QO1iA+ggBgFAxZ05WPKaOkCGcxGJ1n1SQLxAKuv11FhAHOLonmAwTkD0WV/uJmhYQJxmuv6JPiNAF5PN+uWlVEDi2h4N19tCQHj++2vHskBAhLzEOjvzTECY0o8HZZ5SQH/l5hWSWlNAe+3fGXtrRUDdnxb5i9U/QF9uvbv7vVRAOMEDUeN+RUC/6yapr5IaQBLHOX8yI1NATiAt9REISUAyfHAGvaNTQKTXPWzgS1dAuIOtifkEU0B0bV2Ll9ZSQOo4DyK9oVNAtpEAvf6/DUCNLCXRUdxEQN4c/3p42hFASYHlWS6DQkAgAQTxs8beP0sLcnqdxDVAtWURj0DdM0BoC8tDtzdOQC0KXud3VzRAQ+6+LOp2U0BySsGQEytQQGTkOQG9wlRAhmzDbFTBJ0AoOz7HY59RQCmxPCC35DRAG1GlLVWCUEDyhi5356JIQFfJzmCaRSJAY1D3+OlbQkCmoGik58FWQMBPKqi/5CZADtTeJIvlH0CRdsBTWvxEQAiMM5dPIBBAD7F9nzh4V0D6l0p/191YQCwunbIyDD5AlRGFMuM3E0ChaBLBVBhWQNzXxsVke1NAeuVP30B4VEAGj9n8J15XQDIpr1C1QkZAiq2TBuMSNUB49k4tehRWQMJbn4y1aVZARCtg7M7FTUBqRZ6pkepVQB8XxzdL90xAkGiOpkauVkB2yp93U7xNQK1uhSFxSFNAlkH6ZaQCL0DXTcKW8GFGQEnzCRtk81hA0DRZgeNtT0AyWjJeXzAnQKiQ2atlKFVAiygQNs3xUkB/clEsfXFTQGU+SurwzS1AUl/699aGLUDmQIFPIvxUQDmNWkt1sFNAo8O0wYlIOkAKEEJ24B1VQP0nGWdbgjJAEL7fRaCDwD8FmryFSstGQMBybZLpNDdAAtM1O1yKOEDwMDUwVqdXQPkPc99s5EtA5h613vS5QkAmgYt6o00oQLIo76HDKUlAOgrlSxlIVED3IfrQiRFSQFVzBEi5BzpAdITnPDyvWEDyQpYQFcVKQCmLnuSF6z9Ao1sCAuKKOkABdMexfylRQATl1eutc0dAei9ALptGRUDJ+61VhxdXQFMqSU05EjBA4Yim/QFTKkAquOK82JZBQNIDM4aDxjpAG9vtulUsTkBcTKpWLUk3QPHPT/n7PVNAGBHFDYtRG0AVDWykTgZQQD7GQWkXpilAOamkHqtIFkCinTa2UolKQHEgkQaYxVRA07IIvycXUUDyuRIt+htYQI1WEfXK+FhAvJzsGKRwIEAIVGkKYw4xQDaiZqMUd1FAsaPngFKiSEC/vQIEMNJVQLe8KHqAtlNA96UyjBDLO0BYyi3fDpY+QNJfThiau01ASO5jEaL+M0BHgLeW1OA6QD7yywtiESFAGKiV5KejUUAd7camUqpXQKQE6EdH2E5AlJnonpxBVUCFWPsvXF9UQO6UvKlTulRAwcbUEe9YV0BnB4cMyWQGQE//C8Dw+kdANLitB2CWNUBw5X/1/yxWQJllvdIZP1dA8jMFZWT/WEAaru0Vs/dSQH1rWzkthTNATex1phw3MUBVRCMNbE1JQKz9U6jM1jJA2bZ06LwMPUAb1IHvAuxPQHY4221FkPk/JcKs8PrMB0Bwmhp4x5gyQJdCjBbZNFZADO6a//CvU0A+Xx6cHGBHQOShXTLhXT1A8BcrAQs2VUAP7f3qCJUYQKmsy0Dw1UhA/WxfZHzjVEDZ5h5/ztcJQJpjftyQygRADlOCfxdeHUA84sJvYUNKQMgB8R9gXUBAL6TgGKxwUkCNmPkcZlJCQAjevRlr1kZAHxmdg7fjQED1BmqPdQAiQIUyN9dKohpAEFvQG5fnTUBgtcHM7QBAQJyJebojNlhA+IY/CQuDR0DxEPDyu4dUQDMwIie83kxAtKrMw1/kUkCyq/wyJv02QO96f0Xkx1BA+oA2Emc1OUDArdV1qyEKQI+qlF69BFFAb9w6kE0YREBZQXK/OEhCQEbeP9PGkCNAi45/jQ4qRUAsZJkOt2ZMQHBoi9Pap0JAH9PqPPLaT0CWyEcRBnBVQD6zXSd6kyRAl5gtWdDRWEDxolU+mydTQLemo6ZRtlZAZuACCXFCL0CSaLTBQANMQNxtMlzJxVFAjHsbq7YFK0CWP/b5i2xTQOfEWlJ6QEVAvnrEItuNTkBSlgXp1bZPQH8wE0oGM1dA4snjSOU/UUDCdJ4NXpZXQOquoBdCS0FABnU+P3Gs9j/sR+eOaBdUQFxwC5115Ow/M+nfHOCLUkCOjbJzv+s8QJZPVKQjqFdAajUOCbjmU0BiaYKASJ1BQCRjFmHBTT1Aq2LL2ev4VUB10c1dJf4xQF1AWpLmw01AaJFOVy15VUAn84lbtJpPQJpTzDFpe0RAQfv+oL11VEBYrLp8/15AQMzZ0wZFTVNAVDA4WBg3NkDK2hRhLiFWQNxgJOXl8DZAGNmk/THa6T/hodt87qJVQIIT4xXazFBAqtkfkedFV0AeDXuiMthWQGvlwzwPskZAUeqoX/fJPEBq8KNFAJ1SQC+en3ZNBjNA6oo+dYQrTUBxTff1548pQDKq6BvpjDVAKn4rZG3UUkBLxFBZzttRQCQiA7YZ6FJAwIPBQYPHVkAQZ3bS5YVYQOJp6yl/PEVAjxpn6K8NK0C70e5dnp5MQDgLQi4ioC9AZtO118mxWECwAl9bT/dJQFqeFY5LKUxAMk0oD15xMUDmFNh9HPVHQKBZdd7mb0ZAOvghI6yGNUBflEWRS19UQOn+TqCtilBATC7s6FuTN0COHN9flkVTQEgyXZwBeEpAoBSAArA8RUCZiNmS7B1XQKi5N9dEjkZAibk03/bTV0ClDONnApdRQF7lKdm9oFNAjKV6WglYVUDZM76PvNc0QK//Oeeptz1AZ5jvfTk7KUDq1nTLSMM1QN3CRxSFtlhAWzxlEViyV0BWS0UHgCQoQKMggPWynVhAIhAC7pWNRkA+ydtqoBBNQNvwFUs1j1FA44vVNgsjTEBo/23AmdtOQASdVc1VOFJASwiCoidGQkDfX3PdqU0tQN7VUcazc1NAoRxuCPZ7VEBEF7l+2+E4QB8A2NVqckRAoc/BLt/ZN0CEDpmaQcc1QAsuspZbXFZABz6GLovWO0DSZEsamD5EQMqzuas8tVBAvHLrOzGPVkC78bsHghdXQIK0kbvKZ1RAPd8JHsBdUEA9GHB/GEdDQPWxoggkS0lAw1S/kFPDTUC091XB0uf9P9t5XwS3D1dAVhcTuKbEQ0ADlE40WLs7QF28ng9nulBAYHHjH/V+K0C9EkQBSatMQH4dniaYhE5AGkSYSdNBP0DflScC6H49QEjQ+qklJUpAKvRn15FmL0CbP2omN5NYQLbBxKDNSTlAgFaplIt0RkBW5mhy1Bz/P7QWNTgMwgdAHvsYJIvRR0A72UgZbWRHQObfC+ebdFhAKZIwvA3YVUCTFm88yBFDQDfBDD6k6kZAqM5okGOaPUDhEJC1aaBGQLlpwMVk1zpAHXnTkUTZSkDtnVpAtw9RQNq4uwQD2lRAHJvPSCv/U0CEHRqMoNRVQCbfLRF/71RAxUVBTj64TUDsoV+qoUhPQF+ojd0MIkFAEqc3YaQJVkDwvBBXh2lUQCZjABo59kpAAh84GBU/VUBeDKDvZDxAQK5A05U8HkhAFtT9mTNRTEC31lPrDRczQINJWn6XzkxARWzuXd0XNkChvjbYF+lYQHCWEbOhlFVArCetKpSrVEClXK7jT3tUQEWAQgW0ETdAYo0Dbvi0F0CR7qnrIKlWQJST1QTYWSlA8ygmC6RcU0C9Rm4UdjhWQLt1ejINWD9Awyvl3R4CVUDpm0Zj7ylWQCxiKQAIgVJAwVklxxqGV0CFSp0D8PRXQJL0qH03+1hADnCsVjMmLUCJzzVrYEcyQENCXDBPCkdA1qf8fbhjK0Ady6kzrUhLQA7UiIRDD0NAfbyL7MjgV0AN1xYSr7lTQGULqS/6YERAYrlrpGEhVkBgzhOiw6NPQE6vOXPu6DhAzIWDfQblPkDhmouoCJNQQHXIeR9WzTRA0NnroLvXO0AdyCH0I61LQAUm3EmORFNAOzL0wUtWI0BbiO9m3XBAQOPG75qSZUlA31AHEsb5UkDxeXD/8ThXQK4qnJwkN0xA0GbYdbI3MkAJ9xQzLtBTQCe8CeVwr1hA+RF/ll6EV0Daw2aJwyYRQBpVIHt8F09AbQqDpab/VkAjlCerkL9OQDzs+7pT6k5ABmJi2Hi2UkDfk1Z9ulxFQGpqLkLsOkFAphZ1+rcxTECSHnqhoHgmQJzFY/auNVBA7WNg9fJEUUBT1gyU1hkDQIbe6OZ7G0pAO59dFSHrVEBtSUVQB5VGQHV2ppPTNkNA1aNT5mJ6SUDsRHVheitWQH/lefHrLSdAqS4SD+O4UUBEsUhqiDVXQGJzoWPaNFJAcZmzZRFYUEBK3bW6P0tYQPZhxcTtP0FALs8tmQDvTUBWxdPtURU3QAoA8WSJpzRAaCGdcg0CQUB3SFuVG0kuQAg82nbIWENAeO9twNx6IUB28HyeQHg/QLCapa+xnU1Aa8hZIiENMkBGOLKO95dDQO0C+LmqhlZA5c2nI3VZRkDmdbj/O25WQGT6n3RLyzNAISerjZ2NEkBnj0W8mIRXQDmOkOaqy0VAZCyU5ZowRkBDftIzFY9VQC5CNfE4SlhAVsMsx5DQJkAoLE/IW8dUQBdC8bjPnDFADzKRgdj5UkBIi8aMdPZAQPDTKKp8BERAWOXoVc+CT0ABaYTu//BRQOTnAYiHnTdAItwqxCBPT0DhWZMdAahGQD8tVK0NOD5AETAQ4OjsTED6zvlJ8UdVQJhPm3yyCEtAllRZMBJGTECG/XahMaxQQIdKsh3NP0VAdy2OnYMTQkA77lIwtxglQK//rQ6hiVJAAKt05FvChD+bKbZTZ5dVQDcfh0krt1RArAKnAethSEDggQTx1Dw7QOZ/rvFXn1hAzICGBSVyVkC+ngj3HahEQE74l5pS3UxAlC9qQD2KPkBpuXfvl2QaQLx7oY2xgzBAQa8UOANxTEC43mh0BztRQM1lClmmUkZAK57AZJTXR0A4c5rL7bMKQI/ckPIw8x5AUGzcwDeeLkAxU2H2rv84QON5g9iCdj5A9O5HqtgCMUDkMFT8xZMqQD7i+LbUwFZA5mkvnR4DV0DL6kq9es8/QPzZQGgDoD1ATUnqyQnSUUB4EZkBroQ+QH0aHdOL10RADqAEElJXTkBNwx8LY1pVQPlYADey/FBAL+Nfye29WEDas04cBdMvQOMsIWpUlDdAzBe9OsJpSEB83NUwqjcEQLGTzPVPklFAKBNmNlc1MEBk7IewwZQmQMDfZx3mXURAkVyfgsLxPEAqrO9VFedTQAZX/+/SzUNAAuAF+FvNRUBocCbN1/ZXQMuJLDCMQUxAI+6yLr5wOUDUS80oydJWQFYw2F6lzVdACfRBPNqzQ0BvqQx0gR5WQM420aB5mFFAeVlN3JpNWECY5hWc5b0rQJtNEQy4fTtAp+PfIDkaUEBkDYh9qthVQIfqFZRjG1VAcu27PDsEQEBxDpjAAShSQFm8c/YGr0tAQvkxUb2MRUA8XX1t9/hJQHPtKMgf9zpAfgW6i1fHRUCM9IqiFR9EQPNz34WC/iBAGJKyKAbiTkBun5pC6v1XQKtPQuBU+0FAGs8ljsGyUUAPl/nzz5FYQOGY1JOKST9AvLppwp11VUA7yd9LAnBTQK09fAyLYihAgSxqZIDjJkBClFAn4pk7QCJAsS5vHy1ARg/ekLw/IUCDCly9gNgoQPg0gpBvN0NAL48kSno4N0ApCdTP8gQqQJGlFB2sEkZABHP0fSKbSkDAoiCdWJoWQI2RvJ4akElAiX9KaUQURkDJkhbB61E8QMSOiu3AilNALCotPfayVEDt9jsBU7QdQGqquoZMaidAPEQ23KA/RUBRT0PUiXxRQISBC25LyUlAWOVh/zFOUkAVyFfHvu5MQFLZ43L66DVAwtCTcFnkSUCGYgkQhn9MQJ4MCxU1clJA01Fuk7FuP0DkgFlIFcxQQKM9kTa1YVBATi01jNcuVUAmS0LqgjARQCaCzBzJTlZACny7xlXOMUB9yBlK1agqQAIHFNUkVlhA9yr4ULpUUkBOKWqbAvNRQJh52WpCWk1AuhyxqsWgSECboie3oOA3QKoETGAIHFJAkz1TAvjoMUCiw2MZ6TZGQAQUagLERkRAD0Ip6HA7REA+MSJRh8M2QLqGY2MkHzlAxVwbHJlxUECaJ1iLgChEQA+UAqhFqFdAtenGOaIVTkCdyklGC8FVQKt2is4xcUBAUjIT2Go5EkB/wIt1De9KQMb/kSWnPAxA2adf3iAcUUD51RwnP6RWQKXnw9RozlBAl46I36aFUkBRfcnsVIpNQHjwS6Hq7FhApGoabuu0UkAtXYo97J1XQGby6wNffFhAuRgVhPkRJUCAwh5lILpTQBwc8nrC71FA9Rxw0gbDTUC5/NWV9aNXQMHvM50bdUBAJv6INmQ7KEDcfz0SmRhJQBRt9Z8EFFJA/Te++CnrWECrl3Xt24UsQAP7ORSMDkVANSLLxUR8OUCFm/3vH95RQIVvtDXwzkBAoAdIZQgVR0AMh9JkwcI9QCKx6DgaTUJAoGVIh6qQHEAgASwNeQ1AQEN37Fhq4E1A+IIDMskVR0C4Ji0K6M82QFYfaByqSVJAOgkeMFHnI0BjhcTn9fc5QOovVIC1ZE9AVWXlT9y2VkCcjhtlPbFBQPnGKAOpCztAGpLksdTBN0DZ8Qm5hsxYQL2sTmtreElASO55gawqUEB7UPDE5UoHQEe21NQA2lFAKWbAggz1UkBhg+aieX1MQGOhVt2b5UlAs31pUzqFS0AzGANj/aIHQF4okqwBJVdAcr/6XFo9Q0DhfhxupcNBQKfO3OmWRztAa0gj08ShRUBQ4FajnjY4QPOhHOeB6SRAAiVRMZC5UEDTBwzQ3OQ0QKaoHZFJjy5AwAvTHLG3P0D+9dYqU6IEQDJB361E/1ZANDHtM/8wOkCrRUDbQHU+QE74sZTkxlhA2FvOS6l7GUD2aDns/bc8QL4IqCNV+lBApH5peouREEA91R1Lh9BSQIPAO1htCVZAlNSzJzxVM0CY7iNbPWdKQPyIjCTTh0NAwVGyRmCkUUBIF9Eb7FFYQJNOrzqhuU1A2u/Xkl7B/j8IlVjcbh0yQNH3v+GXBDFABT1A9w3bVkAyXW3eHwMZQH4dzIblMyBA3/uFstJtTECNyR6WQFNVQJbI3JAltT1AH4lG5WoOQ0BeM8EoJxlLQJ3tnt0t/0RA0oHFh7wGWEBIoDozzABOQOdLrrxnE1dADKO++wm1OUA84bu8UBpKQGVsMSQ4/lVAqAUOYAbhVEA7yxlBLNEpQJKL2KvRTFRAK9HzHBN9MUB3EPli9gZPQPF4JLsYIzBAIWf8o0iqU0DlVHTysFVXQCA6qV4t6TdAVT08qEWxVUDY8yUoGydQQCOQpoE46iZAKayzzYv7SEDcY4gAoblQQCQxm9fwI0dAfC5bi9RjO0CWKZUG3ZdUQF7ZFuQt51dAo/FsYWdNREBhM2H0oVJVQCFnoM2/NEZAgcPM6tx1QEADhZaLd+YQQMrosPEQLTNAECbXMcCU4T9BwMEaWcNPQAHHI0X7hEhA0VZLa7YOQEDGe2CKbVRWQCUJ0HCf6D9AhY5pkSZNVEA5v8s0DnVSQI3nLvApIVZAdmYrRh+RWEBLSVpdI1ZSQMvSy90vFkRAakoTEeJAQ0ADwDumSIFQQAFEPBQ7NTlAQqY7IuoKUECMntcI2MPnPwdH2dssSDJAGE3f2MipSEB0fFa9DqLjPx6kZx3/3DRA848RIl6jOUDiin7izQVRQBCgCLgamFBAJ3x9M9MHVkB8sLy3voZRQMkuv7y7EytA1FqHZT9bVEByx51LREtMQNRK0Cd1Kj1AkIk5KuDJDkD/ElP63LFWQBr6hyjzy0dA5fQz+TBxSEBKpBMoUChKQIE1q3QnSFRAQr+m5nmvN0DvApacGbNFQDqMLuhUTVdAABWfr0G3UkCdvfDKG+ofQPZyapmK9zJAJfuPdf0vUUDzvw9encNRQJwyf7y1GlNAsnxWDlGmQkAZu5sg6WIlQHwOGleqPFhAAnp+SO2BV0BqyIBtrlZWQCeDJVlSYVJAJZsTwbFsUUDS7+s42EZWQMvRMOBwI1JABe7jwA+GVUAgin/DKiJLQCOiCTD6wypAQUrZP3NcE0Dz9fLI9i9XQNS11d2cVS1AzbVI4VfqUkCs/QpqdMgxQCZCisb/ZCdAo9aikO9oN0BuFtsAMvM4QNWn1hJCskZA3UmMrqYXI0AHHyOF8+BIQALMAbLHu1VAHd5Mct9lM0DkgND1E6JIQLxdOpqqglhA809DHQvZO0Aucc5Db7cdQG3UcswQZSRAvQxfJR3DSUC1FMX/6JsJQJE3Az4c8TFATTuQcdGoVUDiRc6AzEnzP2r/vPzFJiRAEiUNRvU5RUCaTCe83/c2QJZk1s6f+0tAqyltmSaCV0BnxeRBVbBSQELIdvpptlJAFLI4l/J0VEDoHVr3l9pVQJjgGMsJ6x5ATzzwmHqiVUC7IrQbjfRVQGplT7CMVjFAUzj2Pz4/V0DyisKF2h9TQAHGis5OMFdA5MNvvuZ9VEB+ltVsJbVSQLF4o24Wz1VA0MX7BMpMUkDK5w+YIt86QCKfFUZy6khACzIhEb9qTECcaUuZAahNQDCtlYoD3zpAKVargnXUN0D4aUiZJIQnQB77LIKzgFFAv2e/KpwqWEBg4dF3N0JGQEJ6WKX1LyNAPI1D1YJbUkD5kbgg2DtEQC2D4BGTP1VADpF4IFvFU0BQNWjmlbwyQAekPqCf9FdA1zgA1EWxK0D7m6jK+s9RQNcyGeTHJlhA+BYmVj2TVUDotVC9Rb1TQFmKcSs6J0tAERGO9GAIQUDJ/RZ2sFM6QNCoxtC/7jZADExskp+hUkB71jG+P5ZRQPziQV4m6FhAyABS4TNaSUClCvCmEnA/QOLnfQ0hV0hA/6bos58RQUCJGAIz4DdOQPyu+O8nuUNAiSH+sN+bSEDH90JJx2lJQHEMZKFLxEBAJ5fwv5zrTEC9kFfWrVdOQNk4xv/y4lNAiDnv1CraUUDebAvmLzIyQILMuqmPI1VASNHA78tFGEBrOHbY6P5AQNWzOB3+H1hA8yWJyfyrPEDBhcLvP1pSQBfp1G0yN1BAoQ6RLUFRQ0BJYKXsQgRUQPwm66mAQxNA+rlKMVyTRUBj6nlzsnFOQOqZ7QYIpzZA7b3dzz7UOUAn258zpptWQNxNYnNOoTZAAbYakba0VEDQsCyHsU/AP1ZjIw3MX1RAkSlUUPlgHkDJpqNGyqtNQFq8NAv5dklAmigQxcGrSkA+NRKuhjg+QPlkRWTiGiRANZ5ysBNGNUCOH2m0QeVTQLfQvBTj3kJANdIoM5ZHQECidnuxxAFIQLA35jR9EydArexINemnPkAT+HBMvB9AQJuHg4m291BAJeed226AMUCgSLYVzw8yQO2COAWNRx5A/0y+PfRkTUCZLmi46iYrQJEnX77AqjtAGBJoOncbT0CSezWMjLhKQMi8RwaaKhpAfv6lBi++OUD/07ao9bhAQJDirTGIJ1JAyLqMZEgeV0CEMrsYP8VHQH9apQyK6UxALXqRKmxKQkDE69CpBWY0QD1VDdNHeFJAhi6JqmZPQ0DKOWaj8CUdQIwGHb0zbUtAzunKyy1wN0DuZa7DUks4QN5ppUN2uz1AKhlV9moRJ0Cb1rQKlDxRQKPDyOoadUJAJHbt72IXOUCF74/Sdn9YQERnSYEsUVJAlvuIfPzQVUCkly2lgpZLQAB3QBN+VB9AlAHiT3/dJEB0yCHHyM9AQNhxTIkQGVhAj6yVjNIJVEDh63tDMZdLQEG1l1zj1EtAfy6MMK1jUEBrJ4uAZl5MQLwMoDF2BlNAj8djwjFESUBwHm/rHjQ1QGydAgq5g1JAXrXsQFxnVUCMeFAAb6Q6QDTXio2xe0JA1P6oxBf7PECocKtalstUQCu8k7Af6EhAfdImhR6VTEAbatSM/0I5QC0/V8X1wjVAlsU45/dBN0CWm0SDZAJBQJNoD2WvjzJAXUTQ2mHnLUBINr3h7qlUQKVDBhVXskVAf4j9JnBaPED5hqrYhtZFQJyB7Tm8lz1AZkgLtr2OV0ChBaWCpOBYQDI/RmBBlVFAKPXYnho5WECqZ8bUYZomQOoVATTJvExAZ0f4zMXUVkAj6eoQPcZYQGQVyOjDk1JAOBIoylYTVUA58yi2EVdWQLTgZLmL8kFAROStdJpOPEBbwa8+31lYQB49LHujb1hABFOJ6gOwJEDyYxz5GMNKQP6czv8AWhtApHCHmauDVUCr71TqI2NEQEh5bdGVRjZAclLnTE/JWEDGGk+zabg9QNx2j1Q3b0FA6y0g4q1CSkBMHtiGW8ZWQHYfVLTNgypAQBK+wNrhxz+w/1lNbyFRQEOTnaS1S0VAgqxmoZLkRUBKtrFgEF1EQLK0VmNKZkNAjfr70UfcREDeKnfWuPwwQN2zs7tazU1A6UmMZYWHVkB/tZUfAwYzQDRmnATbCFhAEgDBvmvQM0DyGUYYUHtDQGMZtIh951VAjGb/IAklLEBPfc0n3UI3QHGKh7d54S9AaZAIrC0WHUB+0jVrUO9VQOYDyNP4p1JACmYkwFqlL0Cpi6ROXYtPQD0dsIkI5VBAHCYepUsgVEBMf1jUxhtUQMzBNMKkTC5AR0l8n5OTQUCCzbG3ubxEQGzC+cX48EJA6CBKrClPEkBBitV4sqhYQFheic9tUuI/3wHMUgvYV0DQgNxrhL5QQLk08zd4GjRAgmSG/OO3VECPgPQYj+ExQHXeVbMoTTVARNJ1W8zBVEAU1FemNRdRQHwTY29og0RAirOTUfUrOkBz7E9uOF07QHts8cWgwFJAqLK3vYV9RkDU0VvZxZrkP0Eq2HG4m1NA7oSvklP7PEBHfDn1phRRQFcGucljjRpASnz09Cf+PEBhSkuC31lVQFfzeOQMaClAu17KQ2GyUkA69fHTf+FWQP/lKoGYFkVA9iPbyUYESkCH10fE0uYxQFv5lfM13kNAVTv+nf9lHUDnDG272whIQJnKhk4kklNA+ePJEKB5TEA0NizDhI0UQGlJ6vCSm1NASkmQf/nVQUCADPXJ4XJVQD940YabREZAVxoApbbcT0D+XznsZCRFQCLXz+O4SU9ADg82Q+IKS0DcObjE4xlXQAlSuj9CrkdAB7/nFYXeVkA386/hBZNGQPsEZEcJiz5ARfOFDk0qQUCMbNRm/AI3QNY0aOJDn1FAsq0kv3HSK0Aae7gkGX0fQD2tCpvGR1dAmFv1HSAhQkBW3hh4wcEzQNglERcQHDBA4Xff4N4XJEB7kpffM7ZSQC4gRZlhLB9AJ6b31tkyUkCXBb8hP35GQCtzckeSu0BADaWdB014VUDb9nfpNLhWQIv2khJSTyBAKk6hUioyR0BsHoJoc+pQQLUgvwsauU1AvfyaFs+XLUC1K/HOR/RXQN0e1o05ljJAcpWclU+WVECYxnAbuxFIQGuPJB08Y1NAY8UkfnwvS0BxQqvoXu5EQHV8PSZoUUlAoOuPxbRrV0BW4utBsgAkQEy2iB7bJVhAsGbiPVkuTEA4SPe3SrfuP3RxWE+4mjhA8ol93RBVRkAzlOi+CkQ2QPY+lU9+qFBATzAwYf7OVUA38hSO/mMtQIwKzgWUZlBArV0NgiYTN0DHIchNsw9YQOa6FrEU+kJAqW/7rzowJkAorDx8Ff1LQBR1LdFWwk5AfpshZCQCUEAkV7LJJ5RAQNNMojk0oFBAzzJf5qmcN0Bq8y8Z5WBPQBR11E3D8yNA1O8CyAngRkD7Se8L0GwOQBn4EDCurD9A9hUNIZWvSkCVP2dbu+wxQHJrOoz+10VAvFqhiYurCEBAFeyqv94tQBo6/3qqr0BA5znaAcadRkB7/7Vm5ptLQFxHqr1nRQpAKQoHx38ORUAdM1r6QBZUQLySBVq+elFARvQ4LH66SkByQUZQbBY5QGWbhfLoT1BA2jC1OA8YTUBaxTU8nVYhQM6gFiHNdUhACnGamh9bK0CpeYIQHMlDQO2sAexdbVNAcEUA3TDTKEBwVhJWACJYQNXPuNHrIDdAMT0htPe7V0DZzfb4fJlXQLiwUvwe2EZA8E9gEJsvSkAWtDR5CvBFQNfJZiqUmUVAb18DOZkAM0CfAXMFF79IQCz733jWTzZAaq6BNt6HRECAoyLFbmtDQCEgRbKCq1BADkOXMK7wM0AAsjCpGGwpQMhDyQfOSx1AspSC0vjfUkBTRctgC1k/QCx66O8nb0xAFf1/WwtLUUCd3q90wLBTQHaWj2fNBFFAGniyfoGHPUAecps8Pvg8QIo5ZeNhAlRAmjZXpd3AVUB224AbCFYsQGv/KR6YEklAUmr3axquVEDIASqKVPRQQITrVzbOpEhAPdcRqRhpSECLCgB3Sw9LQPsXjzJFn1BAcKYJ5bNWSUCT+VyYKDMsQI3Y6iHK5hNAui0TrdThVEAyNBSgtBJMQO1E3eJ9UkVAQLrc1MrRFEDsaqqpWUVBQPNopfx+4FRAFcJKXhY+RkC2keJsE4dRQMHhUcN9p1JAMLRXq8pVR0BgMm5JL4TGP/dH1hanZzFAPbxIEIT4V0AFXNojvfhXQFJ1DP3SulJAf46ggz4vWEDCMFwbJAZTQPzuYrtip1JA7q/6MPKrNkCUQ46wHGpEQHYre/sx61hAAcUchnEJAkCIsEq1sB5PQKQvamQc3DJA2mWdI4coMkCbhxjK1CM/QHU7/jcUyTtAEnrwjJBuU0A2VaEIPdY1QIzug1cQ8lFAHdHKzy6iU0AOI65Pf1tYQCcRDrsEOkxApPf67eDQUEBhnT98cyNXQKnT7jV9B0tAmongL29LPEBmwE2hxC0wQBnK6DKoplZAgcZcHRL4RECGwLPeWmAWQKWxe3+2+jhAHjBG9nL6UEDuIaEyL2tVQAUjtJIN4lNAloNfYzyUMUAMpbYmZ1gLQJw9Lf9djUBAHos3w9WYWEDhYcNwVpxSQNFzrJJePShA39BMAKZ7VkAXAC8/6AVTQEwRo4mH3EVAhIMqMCz1IUD8tkDfI5JTQDu7ju9DvkFAcQT90ljsLkCyMWFhTjQmQD8qlQYjC1hALpZ8WZDsHEAF8qoC1ipIQCU3qTjBrT1AiUJc6/FWUUBhQkABoUlCQO0csd8XHFBA3vyTzxJ/TUDU7bLygfhRQJAdPS4otlVAA5dmrOM6UEAxYgBi7D9GQDmxxOxq0lJAx3VNmz75RUAbG+BDL7QSQBTZ96k8qExAEAJsWljhMECpkYrjCQpQQJTC4zEpMUlAlXepsv+jRkACHXnHysYmQJ/VEt4a7CpAwH2zkwALJ0CAhBOeFcmlP/UjjnyTjFNAH7EqWHsjTkDdeggdUO1TQF5W0qFTclhAEVVWZePXTUDa2mdaLsQ0QAYp2iIyVkxAj889UQpJRUApQiMWcrNVQEhrH47G8ktAzsoJVxh7A0CmIvaw7eU9QAYhjUxCoz9AhDMlDyQpVkBNCysrGN0+QMzLl0VOBUpASOzkpKSfUkDF05e8m2dTQOLbSwuMsEFAlql1/j/BTkDIKIgHKvlIQCD7MBzx/iBA9KEgrh67SUB3qNW0ZZtXQIAkyAGRhTBAj+DHcvdGLUC46gcv3ksQQP4tCyvWlVBAoNJKB6UtSEBG9zilOIswQPY/+PuPd1BA6jOv62HmWEDI6U168FVVQEEaL7prPDVAxNteCOXaNEBAvaDm9RUxQOkddb4bmldAirBVjeuCUUDu/Vhwylz5P3S8myhBdFNAUe5u9Zv4QkDOvfCS1ktVQMtm+gS+IFRAlXymogS/IkDwaua8Cp0nQB9/rx8KaEdA/rTOMJ/fQkCmlXXNVU1QQPFPxIQydi5AsHuBMC3qUkCmWZQMQFtTQFOpivpaLVVA0u2304MNSkCPiGPh5GUmQAtreDuyRDFA/njWpwGmGUAX0bam9cVVQC5oB7Zh8BVAUJExOKH/UEDMQZYVkUJGQJXNmmYEBVBAFcw0I2fKUkAdLwtpOTMgQO6Q/3PzIVRAFpmXdbPzSkDeRkdA8m81QGlUHDOwGVBA7KX1JlNuPUDFZb4jEAUqQB1C+Tme10lABjG8wFO5BkBpDqFaGm4oQK71IY9CSjZAbvcs2EjDTUAsme/QstNFQF8hR1Ve+VVADNkwLfh9MEDSclG88PNSQDjXeQvo5VJAXV2mNBAWQUAjg4hIgMhXQJUBaltNYVdAjwKddYBXUECvZRivJDJFQJso1W9PNlZAW+1be5CYL0Dz8b+HZGZSQKrwih5Dl1BAE0LtudppU0DKUddS7dIfQDHf9/1s4DlA3dlkZe+8RUCmhsC5M2MmQBiyKzlxT1RA5uCuPrqDEEDWFT1X9xYoQMENWa8/w1BA45WPWxa3UED76PRTiSlXQJiOSQC7IlNAqqBPmpAGJkDnC6PrXuAxQAnn5FZDEzVAqy7OOePFWEAN+tzSv7E3QBUHiZ2HCTJAwzyyNuhARkAhDODlQ11LQD0T5QNb3FVAO/tmdDcHS0AC2urRPKU5QFnByEas71hACAowX8PKVUDZrZ4QRcZWQBwjTrs42QhAIzfDCn6rVkC4Py59HMhWQEiP9hjusFdAmc2ct9VJWEDqFYQrNwwxQGOlwT4U3kBAJoXghwdcN0B5NjvXy5BWQLqw8oBYElFAJoEZc8tQR0DJ6wmEXUhWQPmP52QOF0VAW4LPw24ZQUDZFc2q6KVKQFWwIhsAECpAnotCdOMAMECGO8zYNz9WQJXG+RBNuFZAoFa0QXB3UEDuQbpDeftJQAZlIegF6VJA7e167G98QUAPSmmt2wJFQCT236MsAFhAiD0/PLcoRUA8mZxlxQEjQF3NG7FCR1dA8U0cODK7S0DUYo1YqkYjQLjM83Q2wkhAQ5HWvVRoSkASXDpMJqsYQE5h2rC370dABeYfbjDxREBULI7smvo8QHxYv649bURAnFos+ymXNEBeoUYIQw5MQPUcOlCQtlRAsE9MK2ifP0AsTSuCJiJTQOAJ1GCvKklAdfXH+CVtJED2jFp4iYxLQI1aKRnMgFhASDh12l9vUkB5vqKd41xWQGQjV0IcoFBAHh5WWORKLkDFm9EOdGFSQJwk345vdlNALHz2HyBqS0APG70neDxAQKuLkeQYblJACGoHKjwrTEC72rqtUn9WQDaZd1wgGURAANc4RlHZ+j+ujdoQ1fBFQAWFHGc8M1NAnAZ8qKhDVUCpzRI2ZdVGQMm9Uv2Qt1VAANjsBMoI6D/6JpL3Bo1PQGCf7nQE0FRALTl8WI9HS0Aipbf5LgBUQG/aTBdbVkJAUIKR1y4iVkAyeWRwzI9TQIMOVenxjy1A2bS5KQx2T0Bz7cB9dnwyQB/oN3QZEDlA3LFCinXnVUDQp+pCbrYaQMGnGLycblJAtl+fcZ3SV0B/wrS9HplEQF6P0EOyIkhAxPT3b1TqMEDE4UtZouPlPwdH9qKQ5kxAodkQmDMKNkBkGYlrKRxCQNrHbVQ0HT9AurNiYpMEWEDHu348gDxCQJrEJ+ReolhABs4uP6+QSEAKbPl2V+H3PxE40Ua2ulhA27731R3RVkBPI5+5Y8dSQOnLxhH4ZVBALH3hFGVVU0AM7wW8jQtJQJci5lW/XipAAUk85l5SR0Dh1nf2+CFQQKQ572veD01ABnMO5sfoWEASwSHBuTk7QFVjNYx3bENAjzuDstRnREDw+GSu57ZQQPt4tFwHVE1A8tftjeCUOEBGZxkI0vkrQJqtqkbwcTtAap0bQAgSVkA8G3H5l+pIQKjbT6OQq1hA1YrDLmkMV0A8JieH88ocQJlvPrJeZzxA2iojzjRtU0CBvIa7vDlJQL8YgFf92jtA3Tt36hEXMkCwgZVy9xBTQCuQ7s4Ko0tAV5ohT2YMIUClHXgYGx5UQE6pPcRtej1ALwGzD7RXV0DXCtBdo3ZYQCubelpPn1dAhNjfYVUbVUDBlEJrkFpSQPp1bzkVtzZAZvB5DcIDNUAQC7JmK7JDQOc5gzxPbVVApnduqrFYUUDyQ702swY2QNMqQpyTCThAyo3NLaB9T0C8QRA6KwpQQDtIQFIMtkNAIAPSlL1cQkCPENUzmWU2QIb2DfGulENA/JoWljinVkD2vWrTYLwuQJMBUWe6zlNAMH4ZPc9hJUBWdyPn36A0QLQlrkeNEVJAXfb889+XC0BUDj6E7tAnQCE75hIvuVZArC+YZ05vRkA8UIcjDXNQQE0CYtEqrldAhXzNo9VXT0CMy/xl7OQkQDEDEG1smVVA+XNXk4VBTUAd6mT2pfpUQC6WdVt7AVFAe1tfPkqhRUAACUPeJBvdPwpU8kPpy09AjOt08kXEKEDhHOhjEatBQFfByR92iFhAor2oyspiTEDsx5JfFh1VQEpu6gh7N1dAYky4ff45HEC2X8aLjGFVQFBWjZA81SVAHaVffJNbLUBXLPqMg9xSQFa42BK4FkxA4AGWqRv5OkCKNDovYl5CQLNSNGQKtz9ApeFqvR+TVEC+GvnEavYlQJAD0un0BUdArGmYowbr9j+kvpq5UKYxQESJFheSRiFAsKCU8856SkDA16KaMjtMQL6LefquYRpAnk1J9+hXT0BVQ3Ny9o9FQLuK/P0uGFhAqt4ty09NKEDLlBmOEERYQLGgFu6q3wRAcys+1QBbAEABzNWohUVOQLG5bvyAA05AUMW3HnSDOkAY6AAjdjspQOfqJn8GolBAxq8ZhnQMVkCbJBYRzc5KQHa0RS3LilVA4RhWbMa0VEBH7IVdZthUQBT8GMy+9kpAfghCC10BUkBXWb5LFPBAQHaTtfNnR0lARLfvrPgMTkCsCvN+cF9BQBFh6gkBFlhA4c6KUHjrNECGlOraG6ZVQGb5dPBgnFhA3u+LdubXQUA534/2E8QkQHcLVIOpRU9AgHax1J/OUECpcwwptPRXQHhglMffqzlASpHfyIB+JUCfmvQ/5cJSQKszfgEgH1FAD0klWMfJPEA7BkkFhYNYQKnSk5uLRCpAK2cuz4QYTkBn7dS89utWQNjCUC7Qy0FAOKZgqsgiN0CdYVrTtaVSQLh7hdRuXfQ/JtqhJU71EEDIFJbZ5shLQHr7GW7P0FNAjox3lRmJUkAxv1Id/6lGQEhXnjnPBjtAXIZEB5L1IkC4CruTjSXdP2inkl0y7y5Ajn/AAjGsS0AFJ/YHdslTQMtRiL2walRAyktRfjefQEBHeKDuzChEQBDpqVTOqhtAUgKXCIK4OEBsl4ykeYg0QFg+/lg610hAMYIf1/GkU0BFevqJVns5QAVWq/IoT1VAZNjRMeCtOUDF6ZyLCsRFQP7vFimT6ERAOiGNDW6fQUDFb1FIVqFUQOvf6Cod40RA+Oi7yEWCTkDaNbFDAXNWQNzqF5XxUVVAwx7392lKEUAIAc3I8cpUQDYwI7c8tVNAo3lLfS08OUCFa5P77S4oQGtQmvP4qEJABfDt8pgEM0Cq1yartV8RQEckaTZ7AVNAVDgsC8RQ7T8JVcO9yXJPQHPBWuPldlVAApsQLohnTUB0cebzLXFDQPtNFH6W/FRAMJvv3Vl4UkB4ggcpFvg1QAoIuZsxFSNAbnk0VWbJTkDQJ6MaD8YfQJqzOBtc6xZAOiq//o4/M0A49Y6o04pTQNKDwJh7RgZANHTDC4UsOUCIBlmtczdTQMZuEz5RK1NAmo5Q3faZVkALV6V7a+ZBQIXI3q2nwSdAhFppxZLCUUCK8RfuBJ1KQAP2Mx5UYARAxDna4BgeVEDHRfJk05VXQBvnBcq3PFFARF3vdBxuR0AyW9PHm30WQKexBvyIXlZAXIeprF7wSUC/2o4Av8E1QPmauokPJTBAkcLv5MeORkCvhy5iUF1WQCTHODLW6ERAH8pGJJUhVkAUhOTcb9lKQH4hDJnxrVZA7Dze5pA9V0Ds+Co0RuBRQAfmgk+8YU5AiDUAHTkLWEAWIY/pdopSQBvIY6QYCFFA1ZbdYRKwKUAOaKf+NLQTQOoWTqkt3lNAelAAQCDWTUANiMVLUe4gQLXKoqTScFRAuHh0o1/zMUB+q9IavnlTQNd0mCGdgkxAIHiX3vY0UkB85GwnklY3QDAr7Xt8uVBAH7UxuJasUkB0OSphgk4kQOFQb0YwpTlA4WdfO1RwUkBOvFNssU1TQORY/cnsHklAsC0TchxAVkBVjGChKHoqQOUSYh6nelNAvdroe2YEVEBqPAtlvsFRQDi2sQQO50xABVOmdtgBV0BcxOjmUWVWQCrqBKYzxDBAbf+JlRupSkAsWANfWPMgQIBxMYofyDxAHypfjekjJ0ClgPbA1sRQQJxs9reF8xdAWN9fGc2NMUCFXJKmB4JMQG9ElpwgjUpAAdZGp1PvQkDWB5pCdmg5QHtYI9DtiDNAr9HzWgegS0BANyK11cZVQENo5rbGtjxAF+KA8GrGTUBm6n3gGWNJQHTpcN1ICkdALTsO8QEbMUByi0fXuckiQIRKHVT58kFAU30jEUxPQEAS2t44B3RAQIprupJBHTdAn1l96QV5S0CiDDq17tZJQAWOvbnfgFVAbJT1xuhaQEBsAyKhx0JRQN+a7eSh3ylATk8RD2M2QEBrPtCzNRhQQHISC9aUzFVABiyNlAm49z/GwfbQ95RLQGqOeh3R105AmzOXKyeFVUCpTtND27Q4QDqKRJtzLVBApP5Hz4O6KECgHRKWtao4QEVSAxyP2z5AYkvPA0uIN0DUEJ3xotJWQJdiDQirqT1A6ZWu2yxGM0CANn0k6oNYQOYMIeDtPU5AmvAsee49QUD8KwQ9IR1JQFokwhga9TVAFlIoDE2RS0AlvDKZQvhVQE20cpP3MVJAtaBKN3OqV0CiHBBMX386QIpeY1ilME5AgCGSiPpPRkBcF9S3IDdPQLwp2rvSNVRAnkrutQ2lV0DvCUF9wRhXQBF0cahzAVNAo4OZd4RnT0CgzMLLtEZEQJJrWCyIjFBAq0YjK06FPEDIZ05f7CIVQKllSjW+RC9Abq5EVi7uREBxhRI8DhhTQAcCdrEHSjFAip8KsNoVQkAyupJxjSMwQBnpH/KO7FNAsFQceyq5UEB57jqa3wUyQHc+KdfvD0ZAnBR7d1adVECkO+lCT/FRQHUqZNaWUlRAN5u0tHshP0AQtE2v288lQLIu3hz5XiJApxFmU8uWRECtmyHtQZNTQMJmyECLwUhAqj2yf4LIUEAUAO/iEnFVQOUlvISUnFVAKnh24VZCUUBSakV62AVSQGsxxzqGG0ZAuuuW3r8IMEAcgirVEg9LQBUA3061RExAX6s3oVsRUUADOuXSHWs0QHrVTKpxVCtA/rqIxCg5WEAQnh3QXWVXQME2x23whElAmkuN9FlqN0BLgM83yaw3QGr60shesjVA1hege4PbOUBWVWVupfVUQExmnbXkZVBAGp1xIWzHQ0CywSbVgLs4QHasRowFJztAKxStls+fVUAxmlczh/tBQCWImIHZqyNAxQ5CVZhGQEBoRzuLaxxWQOIpoNKrXVZAVA4qsph0NUBlR3kzWctBQFTRTxK8H0BA374q0SMZPECR9/9r1NY7QE6V+qpxT1hAc7Ot5U8eHkBfXh0lHHYuQMrDaO3JVlFAJT6E3kjbQ0Cz4+LoNjJTQHo7n/n7+E1AXqVdMvWfA0A31LMmCdxUQLVrKBBTCjpA1NmTUWfdIkC2LOX9EFkbQHCzHEqslFBAHBrnIMWPRED9YomqhS1TQJh8eiOIpOY/USI9k9YMM0CWcMqVtEtSQCFhKlr+u1BA3kLlVDDZQUB3FEi/d/NSQHrGZdFIiExAxuzs6S+gPUBSBU2SdmUFQEZPGAxswfM/rlfNKY0vR0ArhtZJa+lLQALiYyjQ3CtAS5lloEFxIkDMDtPTMGX6P0w7/w5StjBAtRmTvYmQJUBPtJ6kTqdSQBaI4qpehU9AcTvkX4WTVEDfPYXoFt9GQGn5YWZgs0xAofhUorhnDEBbCfTFbyxIQM58dSI151hAtzSQxOMaU0AwglznjpVPQOBnfc7VvSlAxBxkMjqcRUDcUJqOd80+QPV8KBOvQU1AYMe4PxbfVEDLCDC+1BhTQK2I4Y7xIlFA3KB1rAKDVEAB+7avXj9HQCR1CCKo11hAY5it2qFWO0AX258t9zRGQHTnUdZyzhRARkC7DUmDSEA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]},\"y\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[4000]}},\"selected\":{\"id\":\"17439\"},\"selection_policy\":{\"id\":\"17438\"}},\"id\":\"16496\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data_source\":{\"id\":\"16496\"},\"glyph\":{\"id\":\"16497\"},\"hover_glyph\":null,\"muted_glyph\":null,\"nonselection_glyph\":{\"id\":\"16498\"},\"view\":{\"id\":\"16500\"}},\"id\":\"16499\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"16373\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"17437\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"16470\",\"type\":\"CrosshairTool\"},{\"attributes\":{},\"id\":\"16368\",\"type\":\"Title\"}],\"root_ids\":[\"17547\"]},\"title\":\"Bokeh Application\",\"version\":\"2.3.2\"}};\n",
       "  var render_items = [{\"docid\":\"4c6dd53c-30fc-4ccf-8f15-cd6cf286df9c\",\"root_ids\":[\"17547\"],\"roots\":{\"17547\":\"c75ae05b-343e-46ee-a507-66d63f5ca6da\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "17547"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 网格展示\n",
    "grid = gridplot([[p1, p2]])\n",
    "show(grid)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6fb49a3b",
   "metadata": {},
   "source": [
    "## 示例3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "0179b7da",
   "metadata": {},
   "outputs": [],
   "source": [
    "from bokeh.models import (\n",
    "    ColumnDataSource,\n",
    "    Range1d, DataRange1d,\n",
    "    LinearAxis, SingleIntervalTicker, FixedTicker,\n",
    "    Label, Arrow, NormalHead,\n",
    "    HoverTool, TapTool, CustomJS)\n",
    "from bokeh.sampledata.sprint import sprint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "2fcf8912",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>Country</th>\n",
       "      <th>Medal</th>\n",
       "      <th>Time</th>\n",
       "      <th>Year</th>\n",
       "      <th>Abbrev</th>\n",
       "      <th>Speed</th>\n",
       "      <th>MetersBack</th>\n",
       "      <th>MedalFill</th>\n",
       "      <th>MedalLine</th>\n",
       "      <th>SelectedName</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Usain Bolt</td>\n",
       "      <td>Jamaica</td>\n",
       "      <td>gold</td>\n",
       "      <td>9.63</td>\n",
       "      <td>2012</td>\n",
       "      <td>JAM</td>\n",
       "      <td>10.384216</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>#efcf6d</td>\n",
       "      <td>#c8a850</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Yohan Blake</td>\n",
       "      <td>Jamaica</td>\n",
       "      <td>silver</td>\n",
       "      <td>9.75</td>\n",
       "      <td>2012</td>\n",
       "      <td>JAM</td>\n",
       "      <td>10.256410</td>\n",
       "      <td>1.230769</td>\n",
       "      <td>#cccccc</td>\n",
       "      <td>#b0b0b1</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Justin Gatlin</td>\n",
       "      <td>United States</td>\n",
       "      <td>bronze</td>\n",
       "      <td>9.79</td>\n",
       "      <td>2012</td>\n",
       "      <td>USA</td>\n",
       "      <td>10.214505</td>\n",
       "      <td>1.634321</td>\n",
       "      <td>#c59e8a</td>\n",
       "      <td>#98715d</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Usain Bolt</td>\n",
       "      <td>Jamaica</td>\n",
       "      <td>gold</td>\n",
       "      <td>9.69</td>\n",
       "      <td>2008</td>\n",
       "      <td>JAM</td>\n",
       "      <td>10.319917</td>\n",
       "      <td>0.619195</td>\n",
       "      <td>#efcf6d</td>\n",
       "      <td>#c8a850</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Richard Thompson</td>\n",
       "      <td>Trinidad and Tobago</td>\n",
       "      <td>silver</td>\n",
       "      <td>9.89</td>\n",
       "      <td>2008</td>\n",
       "      <td>TRI</td>\n",
       "      <td>10.111223</td>\n",
       "      <td>2.628918</td>\n",
       "      <td>#cccccc</td>\n",
       "      <td>#b0b0b1</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Stanley Rowley</td>\n",
       "      <td>Australia</td>\n",
       "      <td>bronze</td>\n",
       "      <td>11.20</td>\n",
       "      <td>1900</td>\n",
       "      <td>AUS</td>\n",
       "      <td>8.928571</td>\n",
       "      <td>14.017857</td>\n",
       "      <td>#c59e8a</td>\n",
       "      <td>#98715d</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Thomas Burke</td>\n",
       "      <td>United States</td>\n",
       "      <td>gold</td>\n",
       "      <td>12.00</td>\n",
       "      <td>1896</td>\n",
       "      <td>USA</td>\n",
       "      <td>8.333333</td>\n",
       "      <td>19.750000</td>\n",
       "      <td>#efcf6d</td>\n",
       "      <td>#c8a850</td>\n",
       "      <td>Thomas Burke</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Fritz Hofmann</td>\n",
       "      <td>Germany</td>\n",
       "      <td>silver</td>\n",
       "      <td>12.20</td>\n",
       "      <td>1896</td>\n",
       "      <td>GER</td>\n",
       "      <td>8.196721</td>\n",
       "      <td>21.065574</td>\n",
       "      <td>#cccccc</td>\n",
       "      <td>#b0b0b1</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Alojz Sokol</td>\n",
       "      <td>Hungary</td>\n",
       "      <td>bronze</td>\n",
       "      <td>12.60</td>\n",
       "      <td>1896</td>\n",
       "      <td>HUN</td>\n",
       "      <td>7.936508</td>\n",
       "      <td>23.571429</td>\n",
       "      <td>#c59e8a</td>\n",
       "      <td>#98715d</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Francis Lane</td>\n",
       "      <td>United States</td>\n",
       "      <td>bronze</td>\n",
       "      <td>12.60</td>\n",
       "      <td>1896</td>\n",
       "      <td>USA</td>\n",
       "      <td>7.936508</td>\n",
       "      <td>23.571429</td>\n",
       "      <td>#c59e8a</td>\n",
       "      <td>#98715d</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>85 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                Name              Country   Medal   Time  Year Abbrev  \\\n",
       "0         Usain Bolt              Jamaica    gold   9.63  2012    JAM   \n",
       "1        Yohan Blake              Jamaica  silver   9.75  2012    JAM   \n",
       "2      Justin Gatlin        United States  bronze   9.79  2012    USA   \n",
       "3         Usain Bolt              Jamaica    gold   9.69  2008    JAM   \n",
       "4   Richard Thompson  Trinidad and Tobago  silver   9.89  2008    TRI   \n",
       "..               ...                  ...     ...    ...   ...    ...   \n",
       "80    Stanley Rowley            Australia  bronze  11.20  1900    AUS   \n",
       "81      Thomas Burke        United States    gold  12.00  1896    USA   \n",
       "82     Fritz Hofmann              Germany  silver  12.20  1896    GER   \n",
       "83       Alojz Sokol              Hungary  bronze  12.60  1896    HUN   \n",
       "84      Francis Lane        United States  bronze  12.60  1896    USA   \n",
       "\n",
       "        Speed  MetersBack MedalFill MedalLine  SelectedName  \n",
       "0   10.384216    0.000000   #efcf6d   #c8a850                \n",
       "1   10.256410    1.230769   #cccccc   #b0b0b1                \n",
       "2   10.214505    1.634321   #c59e8a   #98715d                \n",
       "3   10.319917    0.619195   #efcf6d   #c8a850                \n",
       "4   10.111223    2.628918   #cccccc   #b0b0b1                \n",
       "..        ...         ...       ...       ...           ...  \n",
       "80   8.928571   14.017857   #c59e8a   #98715d                \n",
       "81   8.333333   19.750000   #efcf6d   #c8a850  Thomas Burke  \n",
       "82   8.196721   21.065574   #cccccc   #b0b0b1                \n",
       "83   7.936508   23.571429   #c59e8a   #98715d                \n",
       "84   7.936508   23.571429   #c59e8a   #98715d                \n",
       "\n",
       "[85 rows x 11 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sprint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "a6247cc5",
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'Jamaica'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-33-71ae11238672>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     41\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     42\u001b[0m \u001b[0msprint\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Abbrev\"\u001b[0m\u001b[1;33m]\u001b[0m       \u001b[1;33m=\u001b[0m \u001b[0msprint\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mCountry\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 43\u001b[1;33m \u001b[0msprint\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Country\"\u001b[0m\u001b[1;33m]\u001b[0m      \u001b[1;33m=\u001b[0m \u001b[0msprint\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mAbbrev\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mabbr\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mabbrev_to_country\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mabbr\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     44\u001b[0m \u001b[0msprint\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Medal\"\u001b[0m\u001b[1;33m]\u001b[0m        \u001b[1;33m=\u001b[0m \u001b[0msprint\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mMedal\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mmedal\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mmedal\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlower\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     45\u001b[0m \u001b[0msprint\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Speed\"\u001b[0m\u001b[1;33m]\u001b[0m        \u001b[1;33m=\u001b[0m \u001b[1;36m100.0\u001b[0m\u001b[1;33m/\u001b[0m\u001b[0msprint\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTime\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\anaconda\\lib\\site-packages\\pandas\\core\\series.py\u001b[0m in \u001b[0;36mmap\u001b[1;34m(self, arg, na_action)\u001b[0m\n\u001b[0;32m   3907\u001b[0m         \u001b[0mdtype\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mobject\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3908\u001b[0m         \"\"\"\n\u001b[1;32m-> 3909\u001b[1;33m         \u001b[0mnew_values\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msuper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_map_values\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marg\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mna_action\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mna_action\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3910\u001b[0m         return self._constructor(new_values, index=self.index).__finalize__(\n\u001b[0;32m   3911\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"map\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\anaconda\\lib\\site-packages\\pandas\\core\\base.py\u001b[0m in \u001b[0;36m_map_values\u001b[1;34m(self, mapper, na_action)\u001b[0m\n\u001b[0;32m    935\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    936\u001b[0m         \u001b[1;31m# mapper is a function\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 937\u001b[1;33m         \u001b[0mnew_values\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmap_f\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmapper\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    938\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    939\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mnew_values\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\lib.pyx\u001b[0m in \u001b[0;36mpandas._libs.lib.map_infer\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32m<ipython-input-33-71ae11238672>\u001b[0m in \u001b[0;36m<lambda>\u001b[1;34m(abbr)\u001b[0m\n\u001b[0;32m     41\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     42\u001b[0m \u001b[0msprint\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Abbrev\"\u001b[0m\u001b[1;33m]\u001b[0m       \u001b[1;33m=\u001b[0m \u001b[0msprint\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mCountry\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 43\u001b[1;33m \u001b[0msprint\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Country\"\u001b[0m\u001b[1;33m]\u001b[0m      \u001b[1;33m=\u001b[0m \u001b[0msprint\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mAbbrev\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mabbr\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mabbrev_to_country\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mabbr\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     44\u001b[0m \u001b[0msprint\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Medal\"\u001b[0m\u001b[1;33m]\u001b[0m        \u001b[1;33m=\u001b[0m \u001b[0msprint\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mMedal\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mmedal\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mmedal\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlower\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     45\u001b[0m \u001b[0msprint\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Speed\"\u001b[0m\u001b[1;33m]\u001b[0m        \u001b[1;33m=\u001b[0m \u001b[1;36m100.0\u001b[0m\u001b[1;33m/\u001b[0m\u001b[0msprint\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTime\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'Jamaica'"
     ]
    }
   ],
   "source": [
    "# 数据准备&数据清洗\n",
    "\n",
    "# 国家简写转全称\n",
    "abbrev_to_country = {\n",
    "    \"USA\": \"United States\",\n",
    "    \"GBR\": \"Britain\",\n",
    "    \"JAM\": \"Jamaica\",\n",
    "    \"CAN\": \"Canada\",\n",
    "    \"TRI\": \"Trinidad and Tobago\",\n",
    "    \"AUS\": \"Australia\",\n",
    "    \"GER\": \"Germany\",\n",
    "    \"CUB\": \"Cuba\",\n",
    "    \"NAM\": \"Namibia\",\n",
    "    \"URS\": \"Soviet Union\",\n",
    "    \"BAR\": \"Barbados\",\n",
    "    \"BUL\": \"Bulgaria\",\n",
    "    \"HUN\": \"Hungary\",\n",
    "    \"NED\": \"Netherlands\",\n",
    "    \"NZL\": \"New Zealand\",\n",
    "    \"PAN\": \"Panama\",\n",
    "    \"POR\": \"Portugal\",\n",
    "    \"RSA\": \"South Africa\",\n",
    "    \"EUA\": \"United Team of Germany\",\n",
    "}\n",
    "\n",
    "gold_fill   = \"#efcf6d\"\n",
    "gold_line   = \"#c8a850\"\n",
    "silver_fill = \"#cccccc\"\n",
    "silver_line = \"#b0b0b1\"\n",
    "bronze_fill = \"#c59e8a\"\n",
    "bronze_line = \"#98715d\"\n",
    "fill_color = { \"gold\": gold_fill, \"silver\": silver_fill, \"bronze\": bronze_fill }\n",
    "line_color = { \"gold\": gold_line, \"silver\": silver_line, \"bronze\": bronze_line }\n",
    "\n",
    "def selected_name(name, medal, year):\n",
    "    return name if medal == \"gold\" and year in [1988, 1968, 1936, 1896] else \"\"\n",
    "\n",
    "t0 = sprint.Time[0]\n",
    "\n",
    "\n",
    "\n",
    "sprint[\"Abbrev\"]       = sprint.Country\n",
    "sprint[\"Country\"]      = sprint.Abbrev.map(lambda abbr: abbrev_to_country[abbr])\n",
    "sprint[\"Medal\"]        = sprint.Medal.map(lambda medal: medal.lower())\n",
    "sprint[\"Speed\"]        = 100.0/sprint.Time\n",
    "sprint[\"MetersBack\"]   = 100.0*(1.0 - t0/sprint.Time)\n",
    "sprint[\"MedalFill\"]    = sprint.Medal.map(lambda medal: fill_color[medal])\n",
    "sprint[\"MedalLine\"]    = sprint.Medal.map(lambda medal: line_color[medal])\n",
    "sprint[\"SelectedName\"] = sprint[[\"Name\", \"Medal\", \"Year\"]].apply(tuple, axis=1).map(lambda args: selected_name(*args))\n",
    "source = ColumnDataSource(sprint)\n",
    "xdr = Range1d(start=sprint.MetersBack.max()+2, end=0)               # XXX: +2 is poor-man's padding (otherwise misses last tick)\n",
    "ydr = DataRange1d(range_padding=4, range_padding_units=\"absolute\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "294259ae",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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